{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from hmmlearn.hmm import GaussianHMM\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "import statsmodels.tsa as tsa\n",
    "import statsmodels.tsa.api as smt \n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import os.path\n",
    "import sys\n",
    "import re"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Домашнее задание \"Случайные марковские процессы\"\n",
    "\n",
    "— Скачайте текст войны и мир (ссылка на github и гугл диск). Очистите его, оставив только русские буквы и символы пробела. Постройте матрицу переходных вероятностей. Посчитайте вероятность встретить строку из 4-х символов, которая начинается п, а кончается на р; Используя матрицу переходных вероятностей сгенерируйте слово, начинающееся с буквы “Б” и имеющее длину 8-мь символов\n",
    "\n",
    "— Выберите ряд из предыдущих домашних заданий по временным рядам и оцените его через HMM. Попробуйте “построить” (через среднее каждой компоненты) наивный прогноз ряда.\n",
    "\n",
    "## 1 Генерация текста на основе книги \"Война и мир\"\n",
    "### 1.1 Подготовка текстовых данных"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "book_dir = 'war_and_peace'\n",
    "text = \"\"\n",
    "for bookfile in [book_dir + os.sep + filename for filename in os.listdir(book_dir)]:\n",
    "    with open(bookfile, 'r', encoding='utf-8') as f:\n",
    "        text += f.read()\n",
    "        \n",
    "text_filtered = text.lower()\n",
    "# Заменим все символы перевода строки на один пробел\n",
    "text_filtered = re.sub(r'\\n+', ' ', text_filtered)\n",
    "# Оставляем только русские буквы и пробелы\n",
    "text_filtered = re.sub(r'[^а-я ]', '', text_filtered)\n",
    "# Все длинные пробелы заменяем одним пробелом\n",
    "text_filtered = re.sub(r'( )\\1+', ' ', text_filtered)\n",
    "# Удаляем пробелы по краям текста\n",
    "text_filtered = text_filtered.strip()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 Создание матрицы переходных вероятностей"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "RUSSIAN = sorted(list(set(text_filtered)))\n",
    "probabilities = np.zeros([len(RUSSIAN),len(RUSSIAN)])\n",
    "POS = {symbol: position for position, symbol in enumerate(RUSSIAN)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "for cp, cn in zip(text_filtered[:-1], text_filtered[1:]):\n",
    "    probabilities[POS[cp], POS[cn]] += 1\n",
    "    \n",
    "probabilities = probabilities / probabilities.sum(axis=1)[:,np.newaxis]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.3 Вероятность встретить строку из 4-х символов, которая начинается п, а кончается на р\n",
    "\n",
    "В данном случае решаем задачу достигнуть из состояния буквы п в состояние буквы р за 3 шага.\n",
    "\n",
    "Искомая вероятность для каждой фразы будет выглядеть так: Palpha * Pп,symbol_1 * Pп,symbol_2,р\n",
    "Palpha - вероятность начального состояние цепи.\n",
    "symbol_1 и symbol_2 - символы из словаря RUSSIAN\n",
    "\n",
    "Сумма вероятностей всех комбинаций symbol_1 и symbol_2 даст итоговую вероятность встретить искомую фразу."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Полная вероятность:  0.0009817122115138063 \n",
      "\n",
      "преп: 0.00012337205335635315\n",
      "проп: 9.413595775881725e-05\n",
      "прап: 7.639833606540522e-05\n",
      "потп: 4.3554167935188125e-05\n",
      "попп: 4.191365372610907e-05\n",
      "погп: 3.95534252258386e-05\n",
      "подп: 3.923887821245803e-05\n",
      "побп: 3.0285881717201467e-05\n",
      "поеп: 2.651642314621323e-05\n",
      "пруп: 1.5699879646934178e-05\n",
      "повп: 1.466958836637222e-05\n",
      "пепп: 1.21129839822231e-05\n",
      "пегп: 1.1418396362808416e-05\n",
      "покп: 1.0040516782893334e-05\n",
      "прип: 1.0024634383602259e-05\n",
      "пофп: 9.919656983390814e-06\n",
      "петп: 9.173757344868276e-06\n",
      "педп: 8.706208642576472e-06\n",
      "плоп: 8.677334532158587e-06\n",
      "плеп: 8.566646711708803e-06\n",
      "пьеп: 8.033192890239137e-06\n",
      "пееп: 7.1915239547353635e-06\n",
      "пупп: 6.951542370599179e-06\n",
      "пртп: 6.374562348347458e-06\n",
      "прып: 6.270431031454998e-06\n",
      "плап: 6.2646303150348724e-06\n",
      "патп: 5.689368647492535e-06\n",
      "папп: 5.636299369844664e-06\n",
      "посп: 5.305166468895215e-06\n",
      "прдп: 5.277381590340464e-06\n"
     ]
    }
   ],
   "source": [
    "start = POS['п']\n",
    "end = POS['р']\n",
    "prior = 1 / len(RUSSIAN)\n",
    "probas = []\n",
    "\n",
    "for symbol_1 in RUSSIAN:\n",
    "    for symbol_2 in RUSSIAN:\n",
    "        proba = prior * probabilities[start, POS[symbol_1]] * probabilities[POS[symbol_1], POS[symbol_2]] * probabilities[POS[symbol_2], end]\n",
    "        if proba > 0:\n",
    "            probas.append(('п'+symbol_1+symbol_2+'п', proba))\n",
    "\n",
    "full_proba_1 = sum([proba for _, proba in probas])\n",
    "print('Полная вероятность: ', full_proba_1, '\\n')\n",
    "\n",
    "# Удалим все слова с пробелами\n",
    "probas = [(word, proba) for word, proba in probas if ' ' not in word]\n",
    "probas = sorted(probas, key=lambda x: x[1], reverse=True)\n",
    "for word, proba in probas[:30]:\n",
    "    print(f'{word}: {proba}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.4 Генерация слова, начинающегося с буквы “Б” и имеющее длину 8-мь символов"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0: бемниеро \n",
      "1: бе умо ба\n",
      "2: бе пра не\n",
      "3: бспо чтон\n",
      "4: быхрылилю\n",
      "5: бокиенымо\n",
      "6: берад о в\n",
      "7: бретутязк\n",
      "8: бы б стри\n",
      "9: брыл небо\n"
     ]
    }
   ],
   "source": [
    "start = 'б'\n",
    "word_length = 8\n",
    "words_count=10\n",
    "result = []\n",
    "\n",
    "for _ in range(words_count):\n",
    "    word = [start]\n",
    "    for _ in range(word_length):\n",
    "        index = POS[word[-1]]\n",
    "        next_char = np.random.choice(list(RUSSIAN), p=probabilities[index])\n",
    "        word.append(next_char)\n",
    "    result.append(''.join(word))\n",
    "    \n",
    "for num, word in enumerate(result):\n",
    "    print(f'{num}: {word}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 Наивный прогноз ряда ежемесячных ограблений Бостона с помощью скрытой модели Маркова"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1966-01</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1966-02</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1966-03</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1966-04</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1966-05</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1966-06</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Month  Count\n",
       "0  1966-01     41\n",
       "1  1966-02     39\n",
       "2  1966-03     50\n",
       "3  1966-04     40\n",
       "4  1966-05     43\n",
       "5  1966-06     38"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "airlines_passengers = pd.read_csv(\"Series/monthly-boston-armed-robberies-j.csv\")\n",
    "series = airlines_passengers['Count']\n",
    "airlines_passengers[:6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_stationarity(timeseries):\n",
    "    print('Results of Dickey-Fuller Test:')\n",
    "    dftest = adfuller(timeseries, autolag='AIC')\n",
    "    dfoutput = pd.Series(dftest[0:4], index=['Test Statistic', 'p-value', '#Lags Used', 'Number of Observations Used'])\n",
    "    for [key, value] in dftest[4].items():\n",
    "        dfoutput['Critical Value (%s)' % key] = value\n",
    "    print(dfoutput)\n",
    "\n",
    "def tsplot(y, lags=None, figsize=(14, 8), style='bmh'):\n",
    "    \n",
    "    if not isinstance(y, pd.Series):\n",
    "        y = pd.Series(y)\n",
    "        \n",
    "    test_stationarity(y)\n",
    "        \n",
    "    with plt.style.context(style):\n",
    "        plt.figure(figsize=figsize)\n",
    "        layout = (5, 1)\n",
    "        ts_ax = plt.subplot2grid(layout, (0, 0), rowspan=2)\n",
    "        acf_ax = plt.subplot2grid(layout, (2, 0))\n",
    "        pacf_ax = plt.subplot2grid(layout, (3, 0))\n",
    "        qq_ax = plt.subplot2grid(layout, (4, 0))\n",
    "\n",
    "        y.plot(ax=ts_ax, color='blue', label='Or')\n",
    "        ts_ax.set_title('Original')\n",
    "\n",
    "        smt.graphics.plot_acf(y, lags=lags, ax=acf_ax, alpha=0.05)\n",
    "        smt.graphics.plot_pacf(y, lags=lags, ax=pacf_ax, alpha=0.05)\n",
    "        sm.qqplot(y, line='s', ax=qq_ax)\n",
    "        \n",
    "        plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                   1.001102\n",
      "p-value                          0.994278\n",
      "#Lags Used                      11.000000\n",
      "Number of Observations Used    106.000000\n",
      "Critical Value (1%)             -3.493602\n",
      "Critical Value (5%)             -2.889217\n",
      "Critical Value (10%)            -2.581533\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsplot(series)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Для скрытой модели Маркова нужно привести ряд к стационарному по следующему соображению: скрытых переменных ограниченное количество и они обучаются под текущие значения временного ряда, в случае наличи трендов и сезонностей модель не сможет учесть новые уровни значений, так как они ей не известны.\n",
    "\n",
    "Приведем к стационарному рядом с помощью дифференцирования первого уровня."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                -7.428564e+00\n",
      "p-value                        6.450795e-11\n",
      "#Lags Used                     1.000000e+01\n",
      "Number of Observations Used    1.060000e+02\n",
      "Critical Value (1%)           -3.493602e+00\n",
      "Critical Value (5%)           -2.889217e+00\n",
      "Critical Value (10%)          -2.581533e+00\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "series_diff = np.diff(series, 1)\n",
    "tsplot(series_diff)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Теперь обучим нашу модель GaussianHMM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Fitting a model with 6559 free scalar parameters with only 117 data points will result in a degenerate solution.\n"
     ]
    }
   ],
   "source": [
    "model = GaussianHMM(n_components=80, n_iter=100, tol=1e-6)\n",
    "values = np.reshape(series_diff, [len(series_diff), 1])\n",
    "model.fit(values)\n",
    "\n",
    "labels = model.predict(values)\n",
    "means = np.zeros_like(values)\n",
    "for i in range(model.n_components):\n",
    "    means[labels == i] = model.means_[i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('bmh'):\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    plt.plot(values, label='Исходные данные')\n",
    "    plt.plot(means, label='GaussianHMM', linewidth=3)\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно модель хорошо справилась с оценкой текущих данных.\n",
    "\n",
    "Попробуем предсказать временной ряд на будущие значения пять раз."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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i+d7Z5oj//ve/R29vL0KhEBYuXIjLL78cK1aswB/+8AcsXboUJEmiubkZs2fPHsNWZkFR1KSrJT4R+shkgPw75SfGsl3ve6sZe7tjcsYXrpkHq0FOZwGAu99owoFeVhZ6zjQr7j+nYVjHk/trfkJKu/58Wxu2NMeYvFduPA16dernss0bxnXPH+b/vqCxGN9eXZf1uQmPM6NEjycum5XhEzI4SGnXPdffDft7H8W9d/o/fo6yDauH/f32D3ZjzzXfyerY21d+Bf7WTv5v64pFWLb5iWGfy3ii4x+bceTeX/B/N9x+NWY9eFfOx5PH4dyxd+/ePevWrVsitm00GfF+giAqo2x4JQBuaaYLQK1gvxoAPaN4HiOKUCiEiy++OG6Fg5Om/+xnP8O3v/1tPP3001AqlfjlL3+J1tZWqFQqXH755aAoChs2bMD27dtx8cUX47PPPsPq1atBEAQefPBBlJeX40c/+hG2bNmC3t5eKBQKOBwOBINBXH311RnP7aqrroJCoYDRaMT3vvc9bNmyBQBQUlKCJ554ArfddhvPdD/wwANxgXhvby+uuOIKaDQaXk7e19eHH/7wh3jiiSdwww03YNWqVairq4szWcsV3/zmN2E0GgEAf/7zn/H4448DADQaDZ566incd999cLvdiEQiuP3228clEOcYahn5B4fDIT9Q8hBj2a6JJlDuUEQOxMHWXm4diqUoDYxAjvip0l93d7hg0akwu8w43qcyJsjUrsEIjY/aWKZSoyQQphh4w1TaQNwXjpev5ypNF/o+yDni2UFKfw0l5ohj5PKy+9/YmvQemSH/PJKQI54f0vQEs7aB4eWInyrj8FhjNAPxVwHcCOCR6P+vCN5/liCIXwOoAjADwKejeB4jiqGh+Bv5rrvu4uXJZWVleOaZZ+K2L126FFdddRUAVp78/vvv89t+/OMf48c//nHc/gMDA9i/fz/q6mIruE8++SR8Ph+uueYaXHPNNfz7HDMOAAcOHEg6V46NBoCzzjqLD8zFQJIkLrroIjzxRPwK4I033giADdwfeOCBpM+99tprcX9zsrFVq1Zh1apV/Pt33XVXys8kXsv8+fPxxhtvpDzXsYJcRzx/kUkqJGNyYizblcsRLzOpYfOScp54FIN+Mi6Xd2AEcsRPhf466CPx4HutKDGq8fRV88b7dMYEmdp1V7sLwQiNWaUGBEga7c4gvCEKpWnWKTjHdAUB0EzuQbTwc65hOK+fipDSX8UC8UyGalJARyLof2t70vuJZmxCMAwDMjFHPA/M2hJd04dr1nYqjMPjgRFxTScI4jmwZmuNBEF0EQRxK9gAfD1BEE0A1kf/BsMwhwH8C8ARAG8DuINhmEk9g+EC8ZHAzTffnHSzr127Fo2NjSP2HWIoLi7GzTffnPT+17/+9VH93omMkWxXGRMLHs/IubPKmDgYq3alGYY3cKorZI0qZdaMBceGzywxAAAG/KyXyHBwKvTXozYfaIZVEIxUyuBER6Z23drCBg5rpxfBqGFZcG84/XOZY8RLjRoAw2DEBSUJQxSDACnPB6QiU7syNI2wSFCYGDjmAseu/aJBdLpAnA6GwYTjlTthh2vS90NyaGTN2k6FcXg8MFKu6al00+tS7P8QgIdG4rsnAkaysy5ZkpxCMG1a5rqZw4XRaBT97uXLl4/6d09UTPZBWEZqhMPDZ+lkTDyMVbt6QxRoBjBplCiOytE9ciAOAGiLOqbPLjOixx2CN0zBHaJg0eU+3TgV+utxO8vI0QzgJ2k+8MxnpGtXdzCCzzrdUBDA2VMKsaeLDSq8GZQnXCBeZdai3xvOuY64K5gscU8niZcRQ6b+SjrcYCLJ7TgScvC+12OydKVeByrAjkeJ0nMhIh5v0nsMGQHl80NlmrxpIqQzPhAfLiN+KozD44GRqiN+SkOuN52fkNs1fyHXw8xPjFW7OqKy9EK9CgVaNsCUpeksOEZ8SpEOJUZ2DB2uPP1U6K/H7H7+tSd0aizqpGvX7SedoBjg9OoCWA1qmLRsEJzpt+EC8UqzBgqCZdAjdPaL6u6EhbVcA/rJDn9bF/pe3woqIK2GO5C5v4rJ0oHkclvZgqEo9L/5Yew8Lo1xgelyxEl3ciAOAOGh4Z3PeCMpR3zQCWYYSs9TYRweD8iB+AiAK10mI78gt2v+oq+vb7xPQcYoYKzalZuUF+pVMOvYAEGWprM4yQfiekEgPryxNN/7K0UzaBqIBeKnyqJOunb9gJOlTysCwKpPgGQztkRw2ws0Sn6RLJe+6U4I+Me7f7uDEfzX5mP414H+MfvOsMONXeffiv1ffQDHHnxM8ucy9VdhIE6oYiqD8JAz63MUwvHZQV7yriktQun6M/lt6aTpkRSB+GQ3bAsnLmzQ9LAM8fJ9HB4vyIH4CEChkH/GfITcrvkLvV4/3qcgYxQwVu3K5YcX6tSwRCf7pwqLmQ4kRaPDGQQBoMGqQ4mBzdO1DzMQz/f+2uUKwk/S/N+nSppDqna1ecM41OeDVklgZb0FAGDi+5m0QNygUaIwmg6Ri9kaF3irFUTc3+OFz7vcaB4M4O0T4mzyaMCxax/PJNvf/1jy5zL1V2EgbpwaMyZOzGnOFv0CWXr5BWdDY7XEjp1DID7chYHxhthCglhuvlTk+zg8XpAjjSxRUlKCs846i/83f/583H///eN9WnmPPXv24JJLLsGSJUuwZs0afOUrX8GRI0dG9TsJgsDf//73OPf5bNDR0YGVK1fGvffII4/wpdruuOMOVFdXxxlg3HfffSgqKsLgIPugKioqwu23385vj0QimDFjBu/ELyM3aDSa8T4FGaOAsWpXh4ARL9DlzrrlGzqdIVAMUGnWQq9Wjpg0Pd/763GBLB3IHGzmC1K169YW1lRqeb0FhigTbsrSrM2kUaJQPwxGPJojXm3RAogtvo0XmgdZpUmvO5ST1D4XuA+e4F8Hu/tB+YOSPpepv4ZtsWDQ1Dgl9v4wGGiGptH3xjb+74pLzoG6sID/O12OOOlKxYhPXmk6Q9Oicvzh5Inn+zg8XpAD8Syh1+uxfft2/t/9998vm3qNMmw2G2655RZ8//vfx+eff45t27bh29/+Nk6ePDmq30tRFG6++eZRDXqnTJmCt956CwBbj37nzp2orKzktxuNRhw9ehSBAPsQ3rp1a9x2GbnB5ZrckjMZ4hirduVKl1n1Kpi5HPHgqRE8pQOXHz61iHWS5wLxQf/wGPF8769cfniUfD1l1BWp2nVrgiwdAJ8jnikQ57YbNUreINAZzP7+46TpfFWEcc4Rbxlk7xGKYYPxsYD74PG4v30nOyV9LlN/DdoG+NemWVP51+QwnMpd+44g1GsHAKiLLLCuWAiVJRaIp2XERczagMldwizi9gI0nfT+cBjxfB+HxwtyID4CIAj26XnHHXfgO9/5Di688EKcccYZeOeddwCwAd0Pf/hDrFu3DqtWrcJTTz3Ff3bfvn2ora3l2fV77rmH/8wPfvADnHnmmVi1ahX+/Oc/AwAWLFiAwcFBeL1enH/++fjggw8AsHW4161bh5UrV+Jb3/oWP5jde++9WLNmDZYtW4aHHmKN6js6OnDhhRdizZo1WLNmDT755BMAwM6dO+OCzscffxyPPPIIAOCSSy7Bvn37AAAPPfQQamtr+f0ee+wx/tp+9rOfif5GQiXB0qVLcckllwAAHA4HrrvuOqxatQrr16/H4cOHkz775JNP4qqrrsKyZcv495YvX46LLroIAPD222/j3HPPxdlnn40vfelLsNlsAOLZZwBYuXIlOjo64PP58JWvfAWrV6/GypUr8fLLLwMA/ud//gfLly/HqlWr8IMf/AAqlSruGP/4xz+wbt06rF69GjfccAP8fj/f7vfddx82bNiARYsW4ZVXXhH9DcTw5S9/GZs3b+Z//2XLliXVLz/33HPx7rvvAgBefvllfPnLX5Z8fBniKCkpGe9TkDEKGKt2jUnTVbBEc8QTc0pPRQjzw4FYID5caXq+91fOMX1WtED2qcKIi7XryaEAWoeCKNAqsaQmFkjxjLhEs7a4QHwY0nQuEB9PRpxhGJ4RB4Au11gF4ifi/vY1d0j6XKb+KmTE9bWVUBrY8YKJUKC8/lQfS4u+1wSy9PPPgkKlimPE0wbiKRjxkSinNl5Iyg+PYjiMeL6Pw+OFESlfNh54u2Jl5p1yxPl90nNhgPgyVx0dHXj99ddx8uRJbNy4EXv27MHzzz8Ps9mMLVu2IBQK4YILLsA555yD+vp6UBSF008/Ha+88gqeffZZ7N+/HwAb9LW3t+PDDz+ESqWCwxGr/0eSJG6//XbccsstWLt2LQDgtttu44P422+/He+88w7OP/98/PznPwcAOJ1OnHbaafjud7+LkpISvPzyy9DpdGhpacFtt93GB/SZYLfb8eGHMVfKDz74AK2trXj//ffBMAyuueYafPzxx0mSbE5JALCLDz/84Q8BsMHy/Pnz8fTTT2P79u34+te/zu/H4fjx42lZ6eXLl+O9994DQRD45z//icceeww//elPU+6/ZcsWVFRU4IUXXgAAuN1uOBwOvPHGG/jkk09AEARcLldSHfFLLrkEN954IwB2MeLpp5/G1772NQCsicVbb72FEydO4Nprr8Wll14KAGhra8NZZ53FH8Nms+GOO+7g/546dSrefPNNOJ1OvPTSS7jyyivx/vvvx33vpk2b8Oijj2LDhg04fPgwrr32WuzatSvl9cnIDJfLBaNx8pYlkSGOsWrXmDRdLWDE5UD8pCM+EOdqOQ/XrC2f+2soQqN1MAACrEP4EZvvlFnUEWtXTpa+ekoh1MoYV1TAMeIZFin8YZYFNAkC8dyk6exnajlGfBz7t81Lxi3OdLqCWAFLmk8MHyHbIEL9A3Hv+VqkBeKZ+qswR1xbVgS11QzKz44d4SEnVAXZ9XWGYdAvkKWXX3wOAEBp0INQKsFQFOhACHQoDIU2WV5NChhxdZGFZ8InszQ9ldHccGqJ5/M4PJ6YtIH4RMVll10GhUKBadOmoaGhAU1NTdi6dSuOHDmCV199FQAb+LW0tKC+vh4+nw+FhYVJx9m2bRtuvvlmnh21Wq38tm9961vo7+/HlVdeyb+3Y8cOPPbYYwgEAnA6nZg1axbOP/98AMDVV1+N7du3484774ROp4Pb7cY999yDgwcPQqlUoqWlhT/Orl27+MBxcHAQ119/fdx5/fKXv8R3vvMd3HbbbQBYqfTWrVtx9tlnAwB8Ph9aWlqSAvFU2L17N/7xj38AAM466ywMDQ3B7XbDbDan/My5554Lj8eDc845B4888gh6enpwyy23oL+/HyRJoq6uLuVnAWDOnDn44Q9/iAcffBAbNmzAihUrEIlEoNVq8Y1vfAPnnXceNmzYkCSROnr0KB566CG4XC74fD5+EQQALrroIigUCsyaNQt2u51/v6GhIW5hgVMYCHHJJZfg5Zdfxp49e/Cb3/wmafvcuXPR2dmJl156CevXr097bTKkQXbEz0+MVbtyMlWrIEfcG6ZAMwwUUYXUqYiT0RriUxMY8eHmiOdzf20ZDIBiWHO78gI2SDhVGPHEdqUZhg/EhbJ0AHxddak54oZh5IgHIzTCFAONkkC5SZPTMUYSzYPxLHGXc/QZ8UQ2HAB8Le2SPpupv4YEjLi2rBiaIguC3awbPDnkAuqrszhTwP3FcQQ6ewEAKrMJxasWA2DVqipLAcio6Rrp8kBbVpz0+Yjbx7821FXBFQ3EczVrYygKTIQSDfrHCqlk9cNhxMXalY5EQPmDUJtNOR/3VIcsTR8BCN21iYRJGEEQYBgGjzzyCJ9Xvn//fj6Ia29vR1VVlehxE4/FYerUqZg3bx6efvppAEAwGMTdd9+Np556Ch999BGuv/56BIMxU43nnnsOBw8exHvvvQe3243f//73KC0txY4dO/DBBx8gHI5NklasWMGfp9AkDGDZ/qNHj/IBPsCuRH7729/mP7Nnz56k4D0dpOQDNTY24sCBA/zf77//Pr73ve/xJmf33nsvbrvtNnz00Uf49a9/jVCIfUipVKq443PvT58+HVu3bsWcOXPw4x//GI8++ihUKhXef/99bNy4EW+++SauuOKKpDrid9xxBx599FF89NFHuOeee/jjAfEmFtnmOG3atAkPP/ww1qxZk9Kp/fzzz8cPf/hDWZY+QpDrYeYnxqpduZzTQr0KKgUBo0YJmsnM1qXC8wf68J/D9sw7TmC4ghEM+knoVApURANKk0YJrZKAn6Qzlp1Kh2za9eRQAMFIcm7kRAUnS28sNfCs76mSI57Yru83DaHfG0aZSY15FfHMG1eKLFMfE+aIF+bIiHNsuFmn4oP58awj3hKVpc8oYRe4ulzSTNOGA/chkUBcojQ9mzrimtIiqAXu5qkk1ekgZMPLNqyGQhObu8XJ01PUEo+4Y+/r62Pz8VzKl4XsQ/hw6eX44LRL4Np/NOvPjxRIZ+x3FCoMwgO5B+KJ7RoedGL70suxdf7FsG+RVZq5YtIy4tnKx0cTtMAQ4ZVXXsHVV1+N9vZ2tLW1Yfr06Vi7di3+/ve/46yzzoJarUZzczMqKythMBjw2muvxUmVOZxzzjn4+9//jlWrVvHSdI4V/+53vwuCIHDBBRfgvPPOg1bLunoWFxfD6/Xi1VdfxcaNGwGwUhKLxQKVSgWbzQaHwwG3242qqiooFAo899xzSRLsVHj00Ufxi1/8Iu69tWvX4uGHH8bll18Ok8mEnp4eqNVqlJaWSjrmypUr8eKLL+Luu+/Gzp07UVxcnMSGf/WrX8X69euxdu1aPk+cMy8DWIUBZ2D23HPP8e/X1dXxefoHDhxAezu7mtvb2wur1Yorr7wSRqMRzz33HLxeLwKBANavX48lS5Zg8eLFSat/Xq8X5eXlIEkSL774YsoFlGxRU1OD73//+7yqQAzXXnstzGYz5syZg507d47I957K6OvrQ319/XifhowRxli1Ky9Nj070zVolfGEK7lAEZl12j9UhP4m/fdYLBQGc31gMnWpyro/H8sN1vCqAIAiUGDXodocw6CN5VjNbSG3Xfd0e3PtWM740rxRfX16T03eNNTijtsZSIx9sniqMuLBdvaEI/vJpDwDgpsVVScoSLkfcI5ERH06OOBe4m7WqYcnbRwocI75mqhVNAwF0jkGOuPuL40nv+Vo6wDBMSpKIQ7r+SgVDvIM5oVRCU1wIdZGgzFgOwa/t3dicqOLiNXHb1ELDNrd4IE4KGfGGGBufizS9519v8ex+xz82Y/7C2VkfYyQgzG83zmiAay/rvzQcRjyxXXtefgfBHtaTqfPpV1C6bkXOxz6VMWkD8YkE4aA0ffp0XHzxxbDb7fj1r38NnU6HG264AZ2dnVizZg0YhkFJSQmefvppPPjgg9iyZQt6e3uhUCjgcDgQDAZx9dVX4/rrr0dzczNWrVoFtVqNG264gZeDA2xZq7vvvhv33nsv/v73v+OGG27AqlWrUFdXh0WLFvH73XTTTRgYGEAgEMB1112H+vp63HrrrbjxxhvxyiuvYPXq1ZJzPqqqqpIk52vXrsWJEyewYcMGAKzL95/+9CfJgfi9996LO++8E6tWrYJer8fvf//7pH3Ky8vx17/+Ff/zP/+D3t5elJSUoLi4GHfffTd/jJtvvhmVlZVYsmQJOjrYVdtLLrkEzz//PM466ywsWrQI06ZNAwAcOXIEP/rRj6BQKKBWq/HLX/4SXq8X1113HYLBIBiGwUMPPZTETn/ve9/D+vXrUVtbizlz5sDrFTf4yAU33XRT2u3V1dVJCgUZuUPOc8pPjEW7BiM0AiQNdZQJB1jmrNcTZp3Ts0zdbIvmVdMM0OkMYkaJYaRPeUzABeIN1vhasyVGNbrdIdh9YdRZdTkdW2q77u5gJ59H+n0Z9pw44EqXzSo1QKVk5xKnSiAubNf/29sHZzCCeeVGrJtuTdpXr1ZAQbA59SRFx+WPc6BoBsEIDQXB7m/h2OwcGXGLTgmDWgG1gkAwQiMYocdloax5gO1by+os+OfePriCEXhCEX7hZjQgxohTXj9CtkHoytObdqXrr0LXbk2pFYRCEVfvO1uDNDoUhq8pJpkvisrSOcSVMJPAiBvqYwt44Rxc0z3HWvnXvmZpUv7RgLAmu2lmLBAfTo54Yrs6PvmCf+1vkeaoLyMZciCeJTo742+2a665Ji5Xe9myZXj44Yfj9lEoFPjBD36AH/zgB3HvDwwMYP/+/XE5zU8++SR8Ph9UKhUeeugh3umcg1Ciffnll+Pyyy8HADzwwAN44IEHks6Xc+QWYtq0aXGsKmectmrVKqxatYp//6677uJfv/baa3HHEP4Ot99+e8YgUbj/okWL+ONZrVY888wzaT8LAGeccQZef/110W0XXnghLrzwwqT39Xo974guRF1dHdatW5f0fqJJWiQSwX333cf/fcstt+CWW25J+twTTzwR9zd3rXV1dfj443jlhvB4iZ/jIGzjxPsNSG4nGdlDqcyNmZMxsTEW7crlh1v0Kn4Rljdsy0FS3O4Ixr2erIF4rHRZciAODK+EmdR2PdjHLo52u0KSmLvxhjsYQY87BI2SQEORnmddTxXjP65dTw4F8MoROxQEcMfKGtF2IwgCJo0S7hAFb5iCVZ8cEPP54WolFASRM5vN9WOzju3jFp0KA34SrkAEuoKxzft1BkgM+Eno1QrUWLSosWjRMhhAlyuE2WWjM4UnXR4E2ll1AqFWwTRzCjyHmwCw8vRMgXi6/hpv1Mbmawul6eRgdsGvt7kdTFTVqa+vgsoYP36qBLnLqZzTIyPIiHuPCwJxieZ2owGhssA0o4F/HR5wgKFpECnSINNB2K4Mw8D5qSAQb+/O+binOuRfbAQgVdqdiJtvvhnFxfHGEWvXrkVjY+NInJaMYSLXdpUx8eF2T143VBmpMRbt6ojWEC8USNDNXAmzHAKoNkEgzrHjkxGcUduUpECcDVyGU8JMSrv6whS/GOANU+MqJZaKEwMsGz692ACVgojLEc+1nvJkgtvtBsMw+N3HXaAZ4JLZJZhWnHohypQhT1woSwfYBTICrMKAoqX/nq4gxX8eAM+sj8c9xZUtm1qkh4IgUGNhUxE7naOXJ+4+1MS/NjVOQcHsWK1vKcFluv4qGogXxdIRs5WmewUMdIGgJjkHtUVw7BSMuDBA11WXgVCx9w/l84MOSTeaZCgK3hMnY8cdcuXEqo8EhMoCbUUJX1Odoaic66ML2zXQ3h3XlnQozEvyZWSHUQ/ECYJoIwjiIEEQ+wmC+Dz6XhFBEO8RBNEU/T9ZhzSJwDmbP/HEE3zZKilYsmRJktRj2rRpkmXdMkYXifW8ZeQP5D6WnxiLduVkrlZ9zBCIywvPJRBPZMQnIyia4RcRphTFy89LR8A5XUq7HrX5IIy1ut1jU2t5OODzw8vY4FOjVECnUoBigAA5eQznckVpaSm2tTpwsM8Li06FGxZXpt3flME5PTEQVyqInPpmTJrOfpZbdONMGscSXH749GJ2gavWwvav0awl7j4Yyw83z2+EcVpMtSnFOT1df010TAcwLGm6UApumj0tabuUWuIRT4wRV5kLoC6MBe/ZnI+/oxd0MH6cGy9WXGjWprZaoC2NhVm55okL21UoS+fgO9mV03FPdYwVI34OwzALGYZZEv37PgBbGIaZAWBL9O9JC5k5zU/I7Zq/GBrK3bBExsTFWLSrk68hLmDEeWl6dmMGwzBxLHjbJA3Ee9whhCkGpUZ1Ut5qsYELxHMPYqS0KydL59A9BoZWw8VxGxsAzCqNscAxVjz/nz/dtgH8+RNWAn3LGVUZc55NGWqJexMCcSAWTGeTJy6UpscdYxyc01ui+eHToykrHCM+ms7pHkF+uHneTBinxQy6/BKc09P11zjH9DK2RF28WVt2qqbMjLggR1wkEGdoOj4QLzBAU1SY0/l4j7UkvSfMXx9LCM9bXWiGpiRWDjA8kFueuLBdHZ8eSNrub5XzxHPBeEnTLwXwj+jrfwC4bJzOQ4YMGacgTgXZ56mIsWhXUWl6NEDIVrpq95HwkzQKtEqoFQT6vWH4h1Hma7xwMkV+OACURqXpA8PIEZfSrof62Mk0xxyOJmM4EmAYhjdqayyNKeNizukTX1o/XLzW7Megn0RjqQEbZhZl3L+AZ8TFf5sYIx6b2uYSiLsEZm3AxJCmc/d1TSHLiI+mc7r7C0EgflojjNOFjHjmQDxdf42TppcmM+LDkaabGpMDcVUGRjzi9QPR81UaDVCoVHFS+Wyk5cJz4SC19vpIQ3jemiIztKWx/pUrIy5sV8enIoy4HIjnhLHQ3jIA3iUIggHwJ4Zh/gygnGGYXgBgGKaXIIiyxA/ZbDbceuutUKlUoCgKmzZtwi233AKv1wutVguCIEBRFL8dYKXEJEnyhgIURUGtViMSYQdPpVKJSCQCpVIJhmFA0zTUajVIkgRBEJK3q1Qq0DTNb6dpGiRJQqFQ8NspigLDMPznFQpF0jln2j6e18Sd06l8TUqlEuFweNJcUyAQAEmS6O3tRTgcRkVFBfr6+qDX66HRaOByuVBSUgKXywWSJPntRqMRSqUSbrcbpaWlGBoaAsMwKC0tRX9/P0wm1uyEK99mt9tBEASKiopgt9thNptBURR8Ph9/TLVaDYvFgoGBAVgsFoTDYQQCAX67RqNBQUEBBgcHYbVaEQgEEAwG+e06nQ56vR4OhwPFxcXweDwjek1arRaDg4N5dU352E7ZXlM4HEZPT8+oXlPvUHQCHPTA5/PB5XIh7GWDwH6HGwMDA5KvqSvCBmBVBgVCjAptzhAOddox1aKaVO10pJsd54qUYQSDwbh2CjrYvEGbJ4T29vacrsloNKK/vz/lNZkLrThmYxnxc6aY0TwYQKvNBafTMGH7U0RjgjMYgVFNoEjDoL29HTqdDgYVO9ntd3phJF15O0aQeivebQ+AAHDj/EJ0dnRkvCatkv1tOvsGEKw2JF2T08eyxUQkBL/fD7vdDoOSlfi3dPZiTrFG0jXZXewCScA1BLdbBVWEZZ+HfCG+ncZi3LM7Peh2h6AkAKVvEH49wLjYclE9riBOtrWhqrJyRNtpsLcPXs7tmyCgmVYLm90OEATAMPB39MAz5IAnGEh5TRaLBV1dXaLX5GyLyZe9KsDv98MWiKlZ/LZBhEIhSdekJCkEOnvZU1Up4S3QYkgwxuh0OkQ0sTDH02+PG4P0ej2YASe/XWHSo729HUoBi+7s6oG3vVhSf+rfewiJcBxtznncG85YHh6KXVef1w2lQHXgbO8C2d6e9RgRDofZ6k72IVGmf/DwCTidzhG7JuKzI2j++ZMwzp2Omb+6F26vd9KOe+lAjDaDQBBEFcMwPdFg+z0AdwF4lWGYQsE+DoZh4vLEd+3axcyaNSvuWAzDwOv1Tjg2y+fzyeWQ8hCTrV0JgoDJZJrwTsETAe3t7XId8VEAwzB4/egA2p1BfH15DZSKsb0Xx6Jdf7a1DVtbHLjn7HqcO4NlGfb1eHDvm804rcKEX148Q/KxXvyiH09+2oONc0rgCVHY2uLAd1bX4fzG9A/uiYYfvdeKXe0u3H9OA86ZFm/5QjMMLvrbflAM8PpNC6DJofxTpnY93OfFt19vQr1Vh/8+qw53vXICU4t0+OOm8anhKwXbWx346QdtWFJTgIfPn86//5MtJ7HjpBMPrG3A2VMntX1OWtz3VjP2dntwQWMxvr26LvMHAPz102688IUNNy+pxNULK5K2bz5kwx92d+PSOSW4Y2UtAOCxjzrx+tEB3LGiBpfOleYh8fXNx9AyGMATlzViRokBbx0bwG92dmLDzCJ896yxe24c7PPiu683YXqxHr//Umw+fPWzhzDoJ/GPr8xBZYF2RL/TuecQdl/0NQCAcUY9Vu94DgCwbckmBLv6AACrPnwGpsYpKY+Rrr/uuuCrcO07AgBY9uofYV16GiIeH96fsR4AoNTrsP7kB9LOde9h7L6QLetrapyCVR8mV+AZ3PE5PrviGwAA64pFWLY5vlqN50gzPlp7Q9wxDn3nZ+h6lq3sM+fRe1B3w2WSzmfnmuuSWHHhbzhWoMMk3q07GwBbq/28ru1o/d+n0PTzJwEAU+68Do3f/6+sj8u1a/9bH2LfzfcDYHPwORM8w7Q6nPXR88M+f4Zh0Pr4/6Hp4T/y7y1+5leTuk753r1796xbt26J2LZRZ8QZhumJ/m8jCGIzgKUA+gmCqIyy4ZUAbFKORRAECgoKMu84xiBJEmazOfOOMiYV5HbNX3ArpBzCFI0ver1YVFUw5sFjviBM0XhsZyfebWJlb2unFWFO+dguZCW262jAyUnTBTnilqic2JWlnJjLCa8v1PH5rWPlnN404MefP+nG2mlWbGgshmIYC3gxaXpynXAFQaDYqIbNS2LQT6LSnH3gkKldD0Xrhs8vN6E6evxudxg0wwzrukYTx/j64fF95FTIEe/zhLC32wOdisAtZ1RJ/pyJl+2nN2szCHLEC3MoYeZKMGvj65GPcY54s8BVX4gaixaDfhJdztCIB+Lug/H54RyM0+v4QNzX0pE2EE/XX+Nd09mFTKXJAEKlBBOhQAWCoIIhKHWZrytOli6SHw6AdwsHxHPESXeMjedKnamt2bu402FStG64v60bdCQCRQ7mvwxNg6FoKNTZfTbOqK2wAARBQCOQpodzlKZz7So0aqu49Fx0/oMtkxxoz/1aOdCRCI7c/yt0/d8rce+7vzg2qQPxdBjVHHGCIIwEQRRwrwGcB+AQgFcB3Bjd7UYAr4gfQYYMGTJGH68ctuN7b7fg6X19430qkxKuYAT3vdXMB+EAa+CVj+Am41ahWVs0l9STZQ4p55LeUKRHg1Uf995o463jgzjQ68VvdnbiO681oSXqzpwtfGEKfZ4w1AoCNZbkQBwASgzDL2GWDoeiRm3zKowwaVWw6FQIRehh1S4fbcTyw+ODrFMhR3xPNxsQzS/V8cGuFHAmbD6JrulA9kZrDMPwruncokgueeYjgRYuP7wk3nsh5pw+8mNFomM6h2yd08XAMEy8WVs0R5wgiJwM0jxHY+ZoYkZtQLxZm2iOuCAQV/OBuCBnXWKOuK+1E0yEvf90NRXQVrC11hkygkBHr6RjCDHw4ad4f8Z5eG/aOnx07o04+M2fou3JFzD08b6U7u8chPnh3KJCfI54bmZtHIT54aVrl0MbrSvPRCh+sSYXRHx+7Lvx3qQgHIgvqZdvGG2ztnIAOwmCOADgUwBvMAzzNoBHAKwnCKIJwPro35MWXq83804yJh3ysV0pmplwqR3jgcS2PWpjJ8WvHrEjGMn/skEjiXZHAHe9chyH+nwoMaixop6dxIxHID4WfZabjBfqBOXLtDHWTWr/ohkG7c4YI15vZSfXY+Wc3hqd5GtVChyx+XDHf47jj7u7sjaL4xj8OqsupZqkJFrCbNCfWwmzdO1KMwwORxnxeRXsRDrmLJ3bPWjzhvHvgzZEsqg9nQ0omuFriM9MCsRzr0k/WbCniw0kZlqyUytkUgv4wuzYbRqGa3owQiNMMdAoCeiiaRS5sOojAc6obVpxfCBeUxitJT4Khm3ug7GAx3yagBEXOKf7Mjinp+qvpNMDhoz65pgMUBlj15ULCy2FEc9UviwiwogLFwXCEhcFvMdj9cMLGqfEL1xIcJpPROtj/wTl84MJk/AcakL3C2/i2A9+i0833YEtjRuw/2s/SPmsEf5+3KJCHCM+kBsj7vV6QfmDcH9xjH+v8IzTYJhay//ta82thFmwfwCffukO2Lfs4t+zLl/Iv/YclgPxnMAwTCvDMAui/+YyDPNQ9P1BhmHWMQwzI/r/pK4lVF5ePt6nIGMUkG/tetTmw0V/349vvXYCX/SmX1HNdyS2bUc0IPKEKGxpntTD0Zji8y43vvnqCfR5wphZYsDjlzZiZTQQH486zqPdZymaiclWBYy4RhWr/+yXWP+53xNGKEKjyKCCWadCRYEGWiWBQT856mwoRTNoicrJ/7xpFi6dw+bOvnzIjlv/fRTbW6UzJieH2L4zRcQxnQMXiOfKiKdr17ahILxhCmUmNcpMLPPOy9NzDFT++lkP/vxJNz6QOBbs7Xbj2X19oCUuwnQ4gwhFaJSbNHH16AEhI56f0nSKZrC/h33+nN2Yvm54IkwZXNNFy5dl6XjO/e5mnYr3W7GMQyAepmi0O1gzu8RqBFJKmLmDEfx+Vxe6s2DNaTICj6AEV8HceGk6h0zO6an6a6h/gH/N1RDnIGShhUZj6SCsIV4gUkMcAFQFRtZoDgDl9YOOxLch6RKRphcNf1EgbuEiSwUBQ9Nwf3E87T59r26B+8Ax0W1xpcu4QLxk+K7p5eXlcO47wjP/pplToCmywDi1ht8nlxJmge5+7L7wtrhrnvqtG7Hk+d+AULF92d/WHVdmLp8wXuXL8gp2u328T0HGKCDf2nXHSSdohmV///uNZnz/nRaeFTvVIGxbkqLjJiv/OWSXVQMZ0OEI4o+7u/D9d1rgJ2msnlKIX148A8VGNaqiQdB4MOLD7bMnhwJ46IOTKSXNnlAENMMyc6oE9peTp7slBtGx/HB2kq0gCNRFWfHRlqf3uEMIRWiUGtWoNGtxx8oaPH5pIxpLDRj0k/jpB23Y2y2NCWrl8sOt4rJ0ACjhSpjlGIina9dD/VFZenksL7XawgXiuf2Ox6L1vaUy6n/Y1Y2n9vTi8y5pvxmfH15mSNpmzvMc8RMDfnjDFKrMGiiD2ZWqylRHXEyani2bnZgfzh1PpSAQIGmEx0gx1eYIgmLYoFuvVsZt41JAupyp788XD9rwn8N2/OmTbsnf6T1xEkyY7aP62kpoBCx1vDQ9dSA+9PE+ND/3alLAC8TnJicG4hphLfGhzP0oPODgj6fQa6GvE/caIBQKPsAGgIgrnq2PeEQY8RwWBbzHEwLxLEu+CeFv7+GDTnVRIZZufgKzfvotVF91ETQlMQNHf5t42wpzxDUi0vTwgAMMnf19bLfb4RTUDy9cdhoAwDBFwIifzD4Qb/nfpxDsZqtrEEol5v7yXsy87/9BqdPCNDPmReDOU1ZcDsRHALJLdX4i39qVy0lc1VAIvVqBTzvd+PrmY/j5tjb0evIznzcVhG3b4w6BYoBSoxrFBjXanUHs7T61FQNi8IUpvHlsAN989Ti++tJRvHzIDpoBrllYjgfWNvAyzvEMxIfbZ5/d34cPW514/eiA6PaYLD05r5WTp0uVFHOS7gaBwRmXJz7a8nQxyeuMEgN+u3Em1ked4I/0S2MfYteRhhE3sKxvroF4unY9yOeHxybbfKCSAyPuDkbQ62El9H0SxkWaYdAT3e+TDmmB+HE7+9s2liabGeZ7jjiXH356tTnr/mqKlqLypkif8JMjF4hzCyIAe/+NdZ54C2fUVpK8WFNu0kCtIDDgJxEgk38LhmHwUZsTAPBZp1vymCRkJM3zZ8Zt01WWQqln+xXpcCM86Ez6/NCuffh00x3ouv9/0fG3l5K2xxu1JTLigtrdElhoj0AKbpo5BYQidTiTLk9cyIiL5ohLzVdPqGc+HGm6kOm2LGhE0YpFaPjqlZj/vw+g8rJz+W1c6bZExOeIs9ei1GuhNLH3EkNGeKfzbEAQRFx+uHUpG4gbBdJ0fw7S9KGP9/Gv5//uB6i97lL+74K5sSoknjzNE5cD8RFAUVFR5p1kTDpMpHZlmOHldgtzEr9xZg2eunIOLptbCqWCwJZmB2598Sj29Zw6waewbTuirMLUIj02zmFNRzYfzi81RK4Y8IXxYasDj37YjqueOYj/3dmJozY/DGoFLmgsxmMbZ+KmJVVxztRFehW0KgU8IWrM81yH22e54POEXdy4zBE1fCpMkBMDrJQVANxBaUwmF2w3FMYC8XqeER9dpUrroLgbs4IgMCuasyxVRt4fDVqr07ihlxq5QDy3HPFU7cowDA71RR3TK2JBbcw5PftAnBsnAaDPk/l8h/wkSIodmz/pdEkap4/zjunJQVa+u6bvjaoGTq8uyLq/FuTAiMf6ZQSUhJx/bgHEnLDYNtaBeFOK/HAAUCoIfsFTbLGpwxnk36cYYPtJp6TvdB8SOKYnBOKEQgHDNAHzKcLydgpMtno3v5e0XcwxnYM6zqwtcyAulIKnMmrjjy3ME08IQMUY8Wzz1alAKMZOEwRMMxpgnC6UpmcZiKcwzANYIzgOgRTGaPE54rFr0Q7TOd1qscDx2cHY30sXAAAMU2LSdF9rdtcaHnTCH/19CLUK5RecHbddeB/KjLiMlMg3CbMMFhOlXX1hCje/eAT3vdUiaSIhBi4nsaJAg0K9Gla9Gv+1ogZ/u2I2VtRbEKEZvHZEnAWUiic/6caX/vkFfvdxJ3onuGO2sG05w6y6Qh0unFUCjZLAp53uUXGknehoHQzglcN2/GxrG657/hCuee4wHvqgDe83DSFEMVhQacLdZ9fhuWvm4dur6zCrLJnRIwgC1WZWijzWSovh9FmbN8wHnycG/KIBlZhjOgeOQZMqTRc6pnNoGCPDNo4RnyoyyS81cQ7nmYNQimZ4GX+xMXlxgsNoSdP7PGEM+kmYtUrUCRY0qqLS9F53KOsxsynLQFy4j81LZmw7Z4DEyaEAFIR4kMUrK/KQEfeFKRy1+aAggIWVpqz7q9A1XSwfnwvQhYG4UkGgQKsEA2m/qSu6kJbo5s7niY9RCbMWfrFMXGmSLk98ZxsbiHHj1Act0oIuYemygnkzk7anY3kjvgBsb23n/3YdOBYnkQaAUL/AMT1Rmh4nB5cQiB/PbNTGQciIR9wJgbjbJ9hPJBB3esBQ6RfFfM1tQFTqbZhSA6VeC31NORRadtwL24cyOp0LEadMOC0+ENfXxnwVUjmUi+WIA/EqhFzyxLt27wXlZe9LbUUJ9HXsuRgaYoF4oLMPdFj6OO/cc5h/bZ7fmFS2Lo4RlwNxGakg15rOT0yUdt1x0okedxj7ejx4/kB/Tsc4lqJUTkWBFl9bWg0AONDrkWw2lAiaYfD2iUH4whRePTKAm188goe2nEzJLI43hG3bIXB9tuhUWDedXTX+zynGij+9rw+3bz6GJ3Z1YWuLAzYvCYNagSU1BbhpcSWeunIOfnHRDKyfUZyUs5iIKjMbFI2lPL3bFYLBVJB5xxQ4LJBiu4IR2LzJkwmxGuIcLDrp0nSKZtApWADiMBbSdIZh+EBcbJJfmoWx2lCABM2wE36NMvV0osigAhHdP5fFxFRjMSdLn1thipM561QKlBrVoBhpwbQQxwVjljMYEZX+CpG42LS7I30QsT3q1bG42izaj4SMeC4qKJph0OYI5LxoO5r4otcLimFrp5u0qqyfsUoFAYNaAQYQdff3RdtK6JoOZGe25ual6fF9vDBL07fhgKIZtEZNEBNVKxxqouNGp0ieOCdLv315DTRKAof6fLB50/cDhqbjpL+JASCAtAZktnd3gAoIxi2axuDOPXH7hOzSpOlSSoZ5JDimcxDWEk9kxElBYK4qYANxhUoV+wzDxMnXM55LtL46oVTGM8USWXGGYdIy4noJjLhQ2i/M8xfml+finE4fa+NfW5cu4MdcpV4LXXXUoI+m4e/okXxM554Yw164ZF7SdvPc6fxrz7FW0GT+LVDKgfgIgMqwWiZjcmKitKvQxfvpvb1x0kmpSJeTWGXWoMykhidE8XVLs0XrYACeEIVigxrrZxRBQRD48KQTd75yHHe/0STZ+GmsIGzbjoSA6LK5rIP0uyeG4M1DVkoMR/p9eHpvLwgA66Zb8Y0za/GnTbPw0vWn4eHzp+OaRRW8FFIKOEa8252bFDlbNA34cfOLR/Cjbb05l5870h8/2RLrZxwjLpYjXsAzmZnHjR53CCTNoMykjmPvSo1qGNQKuIIROAKjUwN7yB+BKxiBSaNEeZT9FqI0yl7bM0zc2X3IuM+kglqpQKFeBZpBTteVaizmZenlyeMab9jmzm5Rg2t3jZKdZGYKYLhAnxs/MuWJf9DMOtKvnW4V3a5RKaBVKRChmazu5TBF450Tg/h/Lx3D1146hv/dmX3JpNHGnuhzYHENG+Tk8ozlDNs8CYF4OEKDpBioFATfdhz4IFoCm83niCf08cIxlKZ3u1gzxTKTOuk8ONSmYMR7PSE0DwagVytwZr0FK+pYRnRrS/pKCL7WTlB+9vmvKS2CLlobWoh0BmS9LydL0Qe3fxb3d9gm0awtgxycYZgEabq4YzoHjukGknPEhYy40NRNGMBmMmyLK10mWBTIJU880NHLLxaoCwt41plDfCDeL7pYl5IRj6slnn0g7v48xl5z+eEchIsO2eSJOz8/FDvmkvlJ29WFZl6Oz4RJ+JraJB97skAOxEcAPl9+Wuqf6pgI7WrzhnGg1wu1ksCGmUWgGODRbe0IZRlspMtJJAgCi6rYiVGueeIHetkg5vTqAtx9dj3+8ZU5uHx+GQxqBQ70enHfWy1458RghqOMHbi2pWiGr8XKTaSnFOmxqMqEYITG28fH55z39Xj4xZPRRoCk8OiH7aAZ4IrTynDvmgZcPLsEU4r0KetCZ8JYG7Zx5ZCaHWH8bGtbTmwgx4jPjQZ1J0R+f96sLW2OeOaJeqJjOgeCIAR54qPDircMsWPBtGK9qFlWgVYJrZKAn6T5nNtU4OTrpWlk6RyGU8Is1VjMO6YLjNo41ERVGdmUMBvykxjwsUoQ7j7IxKhzxm4XNBZDrSBw1OZLyZr2ekI4YvNBq1LwZf7EkE2euC9M4V8H+nHjC0fwq+0dfKrNuyeG0JzDou1ogqsffno1+7zJ5RnLsd2+hN9GmB+eeF9nY9jGydctutxZ9eGiaZDro+JsOJDakPDjqCx9aa0ZGpUCa6MKr0yl+Dxx+eHJbDiQ2jk9POTCwNbdSfsPfPhp3N9CaXpSjrhQmp7BIC3YY+Prf6ssBdBWJC8axB3bImDbkwLx2N9qQSCejWGbN8GojUP8woW0EmaJbHjivawusvCmeZTPL2q6lipHPK6WuF16iUqAXfzw7BUE4ssXxG2PM2yT6JxORyJw7T3C/y3GiAOAeV5Mnu7OQ8M2ORAfAVRUVGTeKQ/wxrEBXPXMQXzRm16mky9I1a42bxifdbqx+ZANj33UiXvebMI1zx7Ctc8dysieZAuODV9ZZ8GdK2tRa9GiwxnEU59Ll/4EIzSfkyjmwAoAC6OB+P6cA3H2cwsq2QdZqVGDry2rxjNXz8NVC1jJ0m92dGCnRNOY0QbXtn2eEEiKQYkxnpn80rwyAMArRwbGXOJp84Zx/1vN+NarJ7AzKjEcTfzl0x70uEOYYtXhhsXZ1fVNBT4Qz7GOc7ZoFig5drW78Mfd3VnJegMkhdZoH+EM+9Iy4qLS9GiOuISJOmfG1iBS8ouTp6cKxBmGwTsnBnMuPdg8kNoECmAXA2I53enHM268KxVh1hMxnDxxsbHY4SfR5QpBq1KIjmsxRlz6Pci1+YwSAyqj93CmQJxzVp9apMdplSYwAD7tFGf0tkVZyZX1lrTpHbESZqnvpQjN4K+f9eDa5w7hL5/1YNBPosGqw91n1+HSOSVgAPzlM+nPidFGnyeEbncIBrUCs6LKrFzmTpxzeiIj7uMd05OntdkYrXH9tyBBms7VI3eOklJFiJY0qSMcYjniobixjpOlr2ooBAAsqSlAgVaJk44gTg6lHjPcXwgD8Rmi+xgFZm3+tm6+RFn/G1v52tLm0xqhiAaKgfYe+NtjJbbipOkJjLs6C0Y8jg2fPTWj+75KYNYWSTRrS8GIxwfi6c9HTJoOJEj5JTLi6fLDAXZ8Fhq2BbuSndOFCwfC3HvNMBjxQEcvItHgXWkyJNVtNwgCcZ/EWuLeoy18OoOuqgy6qjLR/cwCvwL34ROi+0xmyIH4CKCvTzxPI5/gC1P422c9GApE8PNtbRmZknyAWLs+vbcX1z1/GA+804I/7O7G60cHsL/HiwE/CbuPxFsjyKAyDIMtURnjuhlF0KoUuGdNPRQE8PIhOw5IDJqbB/ygGZbp5UpMJYILxA/2+UBS2bHtFM3gYFQielplPDNl1ChxyxlVuG5RBWgG+NnWNuyRWGs3Eb4wNWI1XLm25dij+sL4gGhprRlVZi36vWF83J5drdvhYmcbm0NKMcBDW06O6uLF511uvHZ0ACoFgXvW1KfN880GnFnWWDHinMHWV2YaoFYQeOWIHS8fkp7jf8zG9pHpxQacVsH2hRMDgaRgnpNVW9NK06Uz4sLSZRzqecM28UnzjpNO/Gp7B36To/RYrHRZIkpN0thrbrskRpwvYZb9YqXYWHwoqmCYU2ZIqukOxALxbEqYcZ4WM0oMqChgFw4ylTDri6ZfVBRosCwqAxaTpzMMw8vSz5kmLkvnwN9LaRz49/d48MKBfvhJGgsqTfjphqn406ZZWD+jGNefXgmjRom93R7Jtc1HG1xJyEVVBbzSJpe5U6pa4mKO6Rz4QFySND2DWdsYMOLNKaoaCGHWqWDRqRCM0BiIGiYO+Ukc7vdBrSRwRg3LhKqVCqyeUggA+CCNPN0tgRFXmYw8+8yQEQQ62CCwRyBLr7ryAugXzuL/5uTpdCgcCxAVijgpOpCdWVsqBjoV4sqXudPkiAul6UXSzifi9fGmaYRKGacayKWWeLr8cA7p8sQZhonLEY+XpgtyxLMMxB2C+uHWM+aDUMb3s3hGXJo0XShLL1wszoYDQIGAEfcclBlxGSJQqzNPQiY7Nh+28zI5u4/E73dlXytwsiGxXTucQTyzrw8EWOb3olnFuH15NX66YSruW8OufG5pHhpWmTEhmgYD6HAGYdGpsCT6UG0sNeKahRVgAPxie7ukBZFURm1CFBvUqLfqEIrQOGrLTs7YOhSAL0yh3KRBRYF4HvH1p1fgsrmlIGkGD75/UnKNYg7OAIkbXjiMH7zbmnlnCeDalmMd6xKYSQVB8Lnimw/bRuQ7pYILvOeUGdlg/IOT2DEKwbg7GMGvtrOTgxsWV6SVQWaLYoMaGiUBZzAy6ot2/jCFblcIKgWBc6eY8N9ns5OfP3/SLfl3OxyVOM8tN6LYqEaRQQVfmEpaSJAkTZcgJ+buu3prcjDMLQqlYsS5BYaWwUDWi2YA0DqUeZLP54lnCsQ5RjxDjjgQk6bnwoiLPWMPidQPF4JjDLORpnMLOjNLDKgwZWbEwxEag34SCoJVBSyrY8fpz7vcSW3TOhRAuzMIs1bJj+epUCCBEecqU5w7owi/uGgGltZaeGbQrFPxSqS/ftaTswnnSIKrH75YcO25zJ04aXpiLfF0gTjXX7OTpovniI92IM4wTIwRL0m9WAYIWPGoYdvH7S4wAE6vKoBB8DusjS78bGtxiN4LyQZhyY7pHBLzngPd/XDs3s++oVCgcuM6mFfEZMsDH7KBeGggtgigLbEmBXLqwgIgev9GXB6ebReDJ4vSZUBCIC5gxOlQGHSQ7d+EUgmlITYPkMrQe0+08a+N0+qg0Kjj/ubgP9mV0X2dYRi4DgjaYcEs0f30takDccrnBxM1NFPotVDqY3Oy4TDiYvXDhYgvYSaNEXfuEQTiZyTnh3MwC5zT3YebRmyOPVEgB+IjAIslda5XPsAbiuDlg2ww8o0za6FREnivaWhMZLPjicR2ffKTblAMcH5jMX5x0Qx8c1UdNs0rw9JaC9ZMs6LEqEafJxznvjwcbGliB8o1U61xjM81iyows8QAm5fEH3dnXhBJZ9QmxKIc5ekcM7+wSnxCDLByqtuXV2P9jCKEIjS+/05LVtLaPd0eeEIU9vV4MOQfvjSQa9vOFIw4AJw3owgGtQKH+nxxJY1GE4O+GKPx8PnT8JUF5Xwwvr01u5yuTHhiVxcG/STmlBlxxfzyET22giB4ae9ol7JrHQqAASvzLikqxDnTinDLGZVgAPx8W5ukRR+uz86J5gXPjEqdE+XpaaXpWmkTdZKi0eUKgkC8YzoHrpxZmyOYNOE4bvfhiI091wjNZJ1Hzi4uhKFWEqgV+W4OfD53hlQbLlAvkyBN54L1gRz6r9gzlnNMn1cuPu5UFGihIFj5vBQlDcMwvJdGY6kB5RwjnuY36PeGwYC9NpWCQGWBFvVWHfwkzTP2HDg2/KwpVlEGXwgpxn+26G+fykTxsrmlKDGq0TIY4L97vEDRDPZxgXh1LCjKZe4UY8Tj+xkXmBtFJP9S2WyGYWKu6YmB+Bi5ptu8JDwhChadileRpAIXiHdGDds+bncCAFZFGXAO8ypMKDWq0e8Ni46Hwa4+nq1WmU3Q11Wl/M5E5/S+V7YA0XGqePViaMuKUXnumfw+Qzs/B0NRCaXLkuvHE0plnKlaooRciGxKlwHxdcQjghxx0i2oIW6Jr7wQb9aWJhBPw86rLQW8UzkdCiPQlb7qTbC7H2TUGE5VYIShXrwd0tUSTyVLBxLqiA9kNyY4P4kF4oVLFyRtN9RXAwo2pAx294MKZn7uC2uSp8oPB9jr5dow4vKkLNs2WSEH4iOAgYH4+ssUzeBPu7vwrVdP5CTDm2jYfNgOb5jCgkoTLp5dgq9Gy139dmcnHCMQFE1UCNv18y43Pul0w6BW4CaRPFoFQWBddNX5/QymKFJA0QzvcnrujHgZo0pB4J6z66FREnjnxBCfE5YK6YzahMjVsI0zakuUpSdCQRD4zuo6rKy3wBumcP/bzZLZKuHiwJ4RcGDn2jaVNB0ADBolNsxknV3HyrTto3YnGABLaswwaJS4ZUklrl5QDpoBHt7ahg9HKBjf1uLA1hYHdNF0h1xN2dJhrAzbuEWS6cUGvl2/clo5LpxVjDDF4Efvtaa9zyiawVFbvFHbzFLOsC0WiAdICsEIDbWSLaGUCHM0R9yTYaLe5QqBYoBKs0Y0VaRIr0KBVglvmMKQP/5Ym6NsONdazVnmibcOxXLT0wWDMUY8UyDO5YhnZjaLh8GIJz5j/WE2p19JALPKxMc1LjBmAPRIqGdv95FwBiMo0CpRUaARSNNT/wbctkpzbCFieS07gf9EUMaMZhhsbU3vli6ElBxxLj+/LEVagFYVe1Y9tadnxNJ6csGJAT+8YQqVBRp+gQ5IblcpMEUXKZKl6XR0uwgjLlGaHozQCFMMNEoiqW9mI28fDrgqHg1WXcbc51qBYZs3FMG+bg8UBLC8Lj4AUxAEnw4htigT6OzjDcDM82am/d5EuXXv5nf5vyu/dB4AwF9k4l3RSacH7i+OIxxXukzcXC3esE08+GUoCt4TMZdyKdJ0lVnAiAsC8YhHkB9eEE9USM0Rz1RGzThduHCRXp6eZNSmEA/R9HE54vHBvdDoTl0Yr7zRlMQz4lKZ5fCQi//NCZUShYvmJO2j0Khj58Uw8Ld1J+0jRMg+hEA762Gh0Gri8sATQRBEXD1xd57VE5cD8RGAcFWXohn8ekcHXjpkxxGbD7/flf5mnOjwhiK8FPL609mH+sY5JVhUZYIrGMFvdnaIduaWQT/++/UmXPH0QfxmRweO9PtylpMESAqtgwHs7/Fge6sDrx8dwDP7+vDH3V14el8fPmx1oGXQn7LUC8MwCJBU1mVzuHalaAZ/+oRtx6sXVsCaYpV63Qx2kNve6hz2pGdPtxvOYAQ1Fi3PzglRZ9Xh1jPY1dInP+1J+ds6AyT6PGHoVApR9k2I0ypNUBDAMZsvY+1cDmx+OBuIL6jMXMNZqSDwvXMasKjKBEcgggfeaUYkgxkawzBxiwOfd+VmKCeExWIBzTDoiEr6UrGD581k23RbqyMnGXC24KTUq6NGOwRB4KYllbh6YTmfY/9/e3txuN+LcI7nM+gj8fjHrHTsa8uqsypLlg2qzdmbZeWCZoGMk+uzBEHgrpW1OKPGDFcwgj9/knocbncE4SdplJs0vKHYzKgk9LiAEedk6Va9SnSiqlMpoFYQCFHpy061pZGlc+fO5YmfFOSJD/pIfNjqgIIALprNTmRbBrNTanAu2tOK0i/KlZkyB81hioYjEIGCAIpEpPqJKOUD8ewXpxOZ0+P2aE5/iSGt6Vk2eeJCozaCIFCoU0GrUsAXplKWMeRqiHMydgCieeKH+rwY8JEoN2l41UU6cIx4Otd0Tq2QTo2wbnoRplh1sHlJvHpEumfCSGMvz4bHBwY5MeIZpOmGNDnimdhsLidfrGSYSaOEkgD8JJ3z2CsFHLvNBdnpUFMYK2G2u8MNigHmV5iSZPVAzJfgw5PJz7KilYtwbvN7WLXjWTQ+eFfa7xTKrQe2fgL3QTa3XKHVoPzCswEAhYWFKD5rSWy/7Z8hZEvtmM4hXg4uvuDub+/h5eTa8pKkXHPR4xaKS9MjAkZcKF8HpLumC9l5MZl8Ns7pcUZtadID4nLEOxMZcXHHdABQGfVQGtjnDhMm464/HVwHjgrOqzFOwi+EYaqghFkG53ShLN18WmOcpF8Mwjxx7p7LF4gXKJSRFcJhdlCgaAa/2tGB95uGoFUpQIA1Xtrd4UpaoRwOAiSF5/b3Y0qRPqPpy3Dx8iE7fGEKC6tMPOOpIAh896x6/L+Xj2F3hxvvnBjC+Y3s6qc/TOGfe3vxn8N2cPHVW8cH8dbxQdRatNjQWIxzpxehKIPkioM/TOGWF49gSOIqdJlJjWqzDgxYiZk7SMEVioCk2JNZUlOAe9c0iD6oEsG165vHBtDuCKKiQIMvRfOGxdBg1WN6sR7NgwF80unmDVJywftRWfq504tSrk5vnFOKF7+woccdwsE+L04TCYSFk8tMrKdRo8TMEgOO2f042OfF0trM92zLYAB+kkZlgUaSPBVg6+Q+uH4q/t/Lx9DjDuNQn5c3ixNDjzsMm5eEWkmApBjs7faAZhgoMrAFNm8YVr0KahEDsnA4DJs3jFCEhlWvSlmrdWqRHg1WHdocQXzW5cbK+kJJ15gIX5hCKEKnve8dARIH+7xQKQgsr4s9QAmCwE2LK6EgCDyzrw//t5f9p1YSmFliwJwyI+ZWGLG01pJR8goAzx/ogydEYUlNAS6aVZxx/1wxVox4s+AeD4djDIdSQeC/z67Dtc8dxiedLti8YdF7lMsPFwZI3OJX80AAFM1AqSAENcTF25AgCJh1Kgz6SbiDEehS9AfeMT3NwlhDoR6H+nxodwT5fOLXjtpBMcDqKYVYWW/B60cH0DSQGyOeKfe0xJA5R3wwuq3YoJakqCjmzNr8JBiGycj2CcGNxRy4BYgZKapAcKi2aIFOae79nPqhMXpMgiBQUaBBuyOIPk8Y07XJY4QYIz67zIgCrRLd7hC6XEHUWHS8SdaaadaM4xYgLUfc5ssciCsVBG5dWoXvv9OK5w70Y0NjcZIb+FiAUzGdXhM/zie2qxRkzBEXk6ZzjueZAvEU+eEAez9YdCoMBSJwBSOSfBFyQRe/OJx5gVRYwizRLT0RU4v0qLfq0O4IYk+3J2lOSiiVMM1oyPidwsAy2B1jY0vPXcmX/wqHwyg+ayl6/v0OANawrWjFIn7fxBriHOIN25yi+3iOtvCvTbOmiO6TiLgc8VTS9ARGXFMszazNe0zIziefTza1xOMC8RT54UB6szYyhVEbB02pFYF29jkQsg0mLUCIwSfIgy+YOz3lfsYptRjcxpasy1RLXKpRGwfz3NjChEdmxEcGBEGcTxDEcYIgmgmCuG+8zmMkEAiwk7Vfbm/H+01D0KkUeGjDNNwYlYX97uPOjAxjryeEDgn5fnZfGN95vQnPH+jHz7a28eVQ0qHHHcKP3z+JzYdsWZVi8oQiePkQmxvOseEcykwa3LGCXf36w+4u9HpC2N7qwK3/Psoz6JfOKcXvLm3EFfPLYNWr0OkK4S+f9uCa5w7hNzs6JJ3Lx+0uDAVYueD8ChPOrLfggsZifGVBOb66tApXzC/DijoLaixaKAk2v2pfjwf7e7xoHQpiwE+CpBholQQ0SgKfd3nw9c3HJOWNBgIBeEMR/HMvO9B9dWkVNClcxzmsi9bsHI483RemeKfudDJGpYLA+ihj+/YJ8e87Zsts1CYEL0/vlsY6x8qWZR7MhdCrlTg7ulCxqyP1Qw6ISeWX11lQbtLAFYzwJZhSnlePB9c/fxh//kS8fE8gEOAlgOmUAgRB4FyuTZtyk4WHKRrfevUEbn7xSNp86Y/bXaAZtsauKWGyTBAEbji9Ag+un4ILGotRX6gDSTE43O/DiwdtePC9k3j4g5MpjhyDNxTBO9F75bal1VkFQ9miKhqc9Lizn2xHaAaPf9SJzYfSG+WFIjTanUEoCLYqQCAQf19Y9WqsarCAZtgFNTEk1g8HWHOncpMGwQibzw2kzw/nIEVSnM4xnQO3jXNOD0VovHGMZZS+NLeUL2vUOhTIakznHdOL0gfipabM7LUtC6M2gO3zJo0SJMVIMrQTIrFduQWFqRmuo8acAyMuGCsrTOnl6dz7nIwdYMdlzrF6dwdr2sYpXdZKXDjPlCNO0QyvVijJ4Fh/Ro0ZC6tM8IQoPL8/fY7qaMAXpnC03wcFASxMSF9KbFcpSLVIwQXiYtJ0LrD2hCJpjes4xtwscgxAkCc+ivJ0nhHPoGADgMoCDRQE0O8J8+74KxvEF9AJguDvv60S5o2poK+pgEKb3OcrN53Hvw4EAiheHWPEHZ8dhL899ixOFYjHsdBD4iy0N4MUXAwqYe652wuGpvnX/HenZcTF5yjhIRdC/exzRaHVwNBQnbRPfE596kCcYRi4JDLi2vJiECr2HiWHnIj4Yv0oLkdcRC2gzaGWuLc5xuSnW6wRMuK+TIy4MBBPY9TGIZ9riY8LI04QhBLAEwDWA+gC8BlBEK8yDHMk/ScnJkrLyvHoh+3Y2uKAXs0G4fMqTJhbbsSW5iE0Dwbwf3v78LVlyZ0UYIOG77/bilCExgWNxbj1jCpRhu643YcfvduKoUAEZq0S7hCFX3zYjhKjOqVzbLcrhLvfaMKAn8TONifebRrCN86sxeyyzPK4lw7a4CdpLKoyYb7I8ddNt2JXhws7TjrxX5uP8w/CxlIDvnFmLc9WzCw14OYzqvBZpxvvnBjEJx0uvHV8EGdNKYxzUBUDlxN74+JKbJyTmo0G2Ml7nyeEHjfroGzWskynWaeCTqWA3RfGQ1vacMTmw3dfP4GvLavGZXNLUwYjFRUV+Mf+friCEcyrMPJy4XQ4Z5oVT37ajc863XAHIymZ1nTY2eZEmGIwv8KU0oWcw4aZxXhufz92tDpwx4qaJMdYqfnhHBZWF+C5A/3Y1yNNsiQ1P1wMy+steOELG3a1u3D7stRBIZcfvqiKrYf65rFBfNblxsw01/T6sQEwAD5oGcL/W16dxBRXVFTg0+NOALFyUalwznQr/vpZDz7pcMETimTNKL162M7noj+1pxf3n9Mguh8vS0+hpCAIAivrC3lW3hOK4KjNh8N9Pmw+bMfONheO231pTfnePjGEYITGwioTpmQIYoaL4TDiz+7rw2tHB6BWEDi/sTil/PjkUAA0w7ahTqUQrUt88exSbGt14u3jg7ju9Mqke0EsEAdYtrXfG8Zxux/1Vj1fP9iaLhCXIIHlHdMLU//+ic7pH7Q44ApGMKNEj7nlxmitbzUGfCR63CFJk3aSotHuYE3ipqYpXQawrKNWpYCfpOELU6JO1HzpMgn54RxKjGp4wxQGfGFJqiQOie3KBeLpSrABAmm6O/0iN8MwcY7p/PcWcM7p4vcw937iOL2szoIPWhz4pMOFarMWnhCFKVad5D7H+w2kWNAZ9JOgGaDIoMpYcpAgCHx1aTXu/M9x/OeIHRvnlPJGdGOBL3q9oBi2CkTiAmNudcTZ3yaxGkM613SVgkCBVglPiOKN0MSQyqiNQzb1yHMFZyAqRZquVipQWaBFtzuEEMWgsdSQdmFszTQr/v55Lz5udyFAUmnTOlKBUCphaKiG93hs4VdVYETpuhX83xUVFdBqtTDNnALviZNgwiRs7+zgt6cMxIti88FUwW9cDfFZ00T3SYRCpYLSZADl9QMMg4jHB7WlIC4QT2LE4xYFUpyL0DRuZkOSEzyQIE0XBLSJCPUP8CXFlEZDHJOeCEKphK6qHIEOdnEj2N0P08wGAAk54tbk+XUuzum+pjb+tTFNIG6cIihhloYRp8lInNw9nVGb8HsJjRpMmGTNBZ3upBz4yYrxYsSXAmhmGKaVYZgwgOcBXDpO5zIsUDSDh7e08EH4w9EgHGBXxr+5qhYEgJcP2UTz+fb1ePD9d1oQiuYUvnV8ELf++yjeOTEYt3L7YasD3329CUOBCBZUmvC3K+bgktklIGnWjIgbvIXodgXx39EgvLHUgHKTBi2DAXzz1RP4zY4O/qEjBncwgv8cZpntGxLYcA4EQeAbZ9bCqmdL/RRolfjmqlr8duPMJMmgSkFgRb0FD66fimsXsQ/fd5vSDwLuYASfd7mhIFIHJ4nfUWPRYWmtBadXmzG9xIAyU8wQqdSowS8vnoFN80pBMcAfdnfjJ1tS10Q/0NKN/xy2gwBw+/IaSexhkUGN06sLEKEZbMvRWCsmS8/MnlSZtVhQaUKISv4+1gVYmmM6h7llRmiUBFqHAnzgkQoUzfAlhBakcUxPhVmlRlh0KvR5wnygmgiaYQSBuAlLojmG6WqR+8IUdkUVBZ4QxeewC9HX1yeJEQfY+2ZhlQkkzWB7lmXEnAEST+9jFRUKgmUiEp24AfZe39/jgZIAVkhMYynQqrC01oKbz6jCxjlszvCzaRgvimbwSrRPf2luWVbXkQs4J+lBPynZcwBgPQqe3c/+ZiTNYH+aRSGO4Z0RDcjE6hLPrzCivlCHoUCEdxXmMOgj0e8Nw6BWoCEhZ3tmKfs3F6DxpcvSBJB8CbMU9Z9DERo97hAURCy/Uwzc4lC7MwiaYXhlwJfmlvHjEMeKSzVs63AGEaEZVFu0GSfgBEHwOd22FK7hvFFbFhJd3o09S8M2YbuSFI0OZwgEWEOrdOCku5mk6b2eMDwhCla9Kq4meibndDFGHADOqCmAgmBzw187yva5tdPF82LFkClHPGbUJu23n1liwDnTrCAphu9bY4W9nCy9Olk1NZw64om/TTrXdEBotpb63uMUCKkC9dGuJe4NRTAUiECrJCQvcHHO6UBqWTqHygIt5pQZEYrQvOouFwgNyACg/KI1UOpi58G1a/HZZ/DvCYNeMdd0IEGaniIQz7Z0GQexEmZx0nRz/Bwm0ThOzIdHuBiRyjROX1cJQs3eN6G+AUS84mrMOFn6vBkpjdr446aQp8dJ00UC1XhGXFog7j0RW0BIbHshDIJa4ukYcc/hJtABdkzW1VRAVy5u3ieEQq2Ka2/34eaMn5ksGK8c8WoAwlbqArBMuIPNZsOtt94KlUoFiqKwadMm3HHHHejr64PRaIRSqYTb7UZpaSmGhlj3v9LSUvT398NkYjuU1+tFeXk57HY7CIJAUVER7HY7zGYzKIqCz+dDRUUF+vr6oFarYbFYMDAwAIvFgnA4jEAgwG/XaDQoKCjA4OAgrFYrAoEA/IEAnmmm8GlfGDoVgQdWV8IUGoTXC3g8HoTDYTRUVOCcWi0+6Azh1x+24b9PN6CstBQulwtf9PnxuwNehCkGZ9cZcUmjBU9+bsNxB1vf99UvenDXmbXYcqwPr7Swk63V1Vp866waOO292FgL9LqM+LzHh/vfbML/nF0GVSSIiooK7G/pxq/2eOAM0ZhpVeGBM0tBhsN46agD77YH8dbxQew8OYQbFpZitolERUkRAoEAgkH283/7qBV+ksZp5fqka+J+E71eD41Gg7sWGNDiV2NZqQJ6hQ9kuCBtO62us+Cfe9l6yZ2z7aBDftF2+myQYFfSi1UwKGi0t7fn1E7cNfX19UGn0+GaOWaUKQL451E/drY5caLfjfMai2GiA6gvMqDWqkfA68G/m/yI0AxWVmlQX6BEe3u7pHtveYUGn3cB750YxKKCYFb3Hqk24oteL1QKYGm1Ae3t7RmvaUWFCgd6gVe/6MHZNTq+nWAsgjtEwaxRQBPxob29FyUlJXC5XCBJkv984jVNK1Th6CCJzzscmKELpOxPA7QefpJGhVEFIuBG+0D2/WlukQIf9wDvHe7GebXquHbS6/U40GGHO0ShSKcA6ejDnJIyKAjgiM2HHvsQSL8n6Zr+s6cdYSr20NzePIBS2hXXTiRJosXOPggqDQp0dnambaeFVgb7eoB3jw9gnt4n+d77y75B+Eka84rVqCvU4M0WHx7/sAUPn9cAr9fL96fX97aDZoDTynRw9HdDKaGdhPfessIwNisI7Gp34aNDLVg8vTqpPx3zKNHvDaNUr8DCcu2I9Se9Xg+Hw4Hi4uKkMaLUoESvN4K9x9uwcEpFxmvqtQ/i4Y8doBnAoiHgCjPY0WxDFZyiY8ThbjYgKVaEEAqF4PV60dPTk3RNK8oVaHcC/97XhRm6IH9Nx7zsZLehQIEIGUaX4JoKKXaSdqjHhfZ2GgPROZuSCsLpdMLlciXde0SYHaf7HG60tye302dN3WAAVBpV6O3qTPt8KtAQ8IRpPL+rCW2OIKw6Jaao3HA6FQiHwyhRsde+t7UPswzBjO10qI8NQOrMavT29oqO5cJrKlCyQcmRk10ooK1J997JfnYyqwp7MTg4KOmZq6PZcz7R2Yc6lU/yvUfTNPr7+xEMBuHXFCJCM6gwKkEGfLD1iN97er0eKrUaagUwFIigpb0LKlCi995xPxtE1JoIhEIhfiw3gR0jepyBpDFCoTPCG6agVQJ6gkJ7ew/fnwYHBjC7RIfD9iBvLjlD60Nvb6+k/uSKOkw7/WG0t7cntdORNnZhpkBJxW1PN0asLaexrQV4r2kQa8soNNZXpp0bhXSFeOtQDzbONKOsqDCnMaK3txeftLOBeLXKB6/XG9dOXq8XNpst6d5LN0Z4BtmFDU8ogvb2dv75NORmAxyfaxBdXd7ke49g7+fjbd1QBwyi996Qjw1+FGQAXq836ZpM0WoJnTYH3GWqlONeYn/adqIfvlAEly6qT9tOQwR7LRUmFRxDQ5LmsJUFsWn8ojIN2tvb07bTwiIGR23A0a5BTFd7JI/lwmvS1MUrGZRnLsDAwAB/TQDQ1dUFZk6KHO7CAtFnblgTuxZHZ3fSWB70+uBrjcm7PRY9lCLtJHZNCgHj7bcPwg4Srt7YwjWj16Knpyd279n6oNBpQAfDYMgIPPZBuMPBuHnE4P6YiFc3rTblPEJdXYZwG8tet+3ei8oVpyfde4F9sWPpZ09Fe3t72muirLGFg+4Dh2E+cxH6+vrgEV6TQRd/TX19iBhji5fe3n62ndLET71NLXxJNUKnQdCogX9gQHQOa2fCIFRKMBEKoV47/E4X7C5n0hjRuXUXfw6a2VPQ398v6d4j6iuB6IJF+45PYFoyd0LFhOnmRukwXoG4GLUYt9xUVlaGjz76KGmn+vrYaozVyjKGBoNBdDt38bW1taLbS0pKkt4zGpOZQ+F2rkHNZjMYhkGFrQd6lRc/u2B6nNkPtx8A3HVOIw78+yiahkI45C/FJUYjjjsp/O6ADWGKwfkzi/Gt1bVQEAQeqyvDBy0O/PmTbjQ5I/jGG9GSAQBuW1aNL89jpdQFRvaaflBJ4b/faELTQAD/+7kTv7hoBvq9Yfxmvw/OEI0FlSb8+LypPAPyraoKbHIE8fjHnTjQ68UTn7IP9FKjFzUWHWoLtaj2uLC1i50w3bK0FvXR6xJek/A3WVVYiFVpfjOxdlpQacKBXi8OOQlcMIvdN7Gdfh81ZLhgbhW0Wm3O7SS2fdNSM5Y1BvGTLSfROhTE0/s5R1kvCLA58P1eEjqVAnedPRNarVryvXeexYq/HnDg+EAACnMDqqOsjJR77/kDfWAAnFlfiOICA4oLMl9TeTWNfx5y46Sbgj2sxJRKVsHA5YHNLjfBarXy5yz87cSuafmUEhwd7MUhexDnrkrdnz4+wA74i2osKCkpyak/nTunGh/3nMShIQq3rZqetL2fDgBwY0ltIRoa2PfnlBlxqN+HVp8Cq6LvCb9nv4MdXi6cVczK2Ht8+MbquTyTWF9fD4/Hgx4vu7I+vdwMqz42UIq106WLp+HZYwdx1B6ApmgKChOkqGL33mBEjR3dPVAQwDfXTEORQY0dXUdw3BHBUSeNpbUxpckRD9s/z5lZivr6kqRrynTvzZ85BRcNduE/h+3YZlPgzHm6pP702Otsf7p8QSX0Ot2I9ifu/cQxou5YC3q9bjCmYhiNxozX9Hb3EPp8FOoLdbjrzFr89xtNOGgP4+6100EQRNI1dew7BgA4Y0Y1P0Zw5yD8rq8UFmNzyyEcG4ogorfCZNLBZDLhzd2sfG5xQ0nSGHPmXAN+vfcgOj0RVNfWwdPSBgCoLbWisLAQhYWFSd9TXVoIdPcjotCgvp5tX2E7hXRWAG5MKzXx35Xq+TStxIH9PV5sbmWDwUvmlmHalNgEeMk0DV5vPQkbqUZltM+na6fuqFRwVkUBKisrkrYDiLum2mISR4eGQBitfD8Q3nuBwy0AgmisLUdxMfu5TM/chnISO3v6QGsLUFVVlfT7iX3GZDLB6/Xy1/buCTZInVlWALPZnPLe41Bt6UObIwjaWIT6qFIr8d57J+qqf1pNMXSCvjEDegADsPmppGvilBKVZl3cZ7hrOtPVj8N2dvI9r8KI0wVsTqb+NNtgAnY44ScZ1NXVsU76gu20PgjAh/pSC+rrq0WvCYi/95bNmYoze05iZ5sTnzo1WNCYPEbwny8qxtdeOopOVwiVJUW4staY0xgBSzn6fA4UaJVYM38alAoiqZ24v8X6k9g1zWioBTAEf5jmfxsAoBR2ABFMqalEjUg7l1ncaHa6oCssRlVV8rMQAHxdLD9UVWJlF2ISrqloiGUeabVe0r1XWFgIkqLxh/1ukBSD9QsUadvpaPTebig2ori4WNIctiEwAGAI9VYdZlZaASQr6YSfuWLpdFxyOs2bJyZul3JN3bOm80yaprQIszddwMuyrVYr318jG4vQefcvwUTi1Qvm2koUGZPnTqHaKnDcqyZMJY0Rnp4BIOr4rq+vQs3UKXHnmu751Ge1gNOiEYEQ6uvr4Rcs2BuKrfz3cZ8/WWzlDelUQRI1dTVx2/vaYnnvhfNmoixFOxXOmgZbdF+DO5D0LASAPQKGt/j0eaiOfj7VNZU0Tofrje3sMQMk//yy+2PqHVNlGcoSromor0Fv9G/G6UFNTfw18ecQvfcKBSU0DVPrUBR9X3S+N20aOuqq4G9l7w6qx476OTFzN66dKAHDXn32cpSXl8dda6p7r2rZIrhe2wYAUHUPJD2zxzsmFNseNx6mwHhJ07sA1Ar+rgEg7qo0gUEQBG49owo/Wl6QtiSJUaPEf0WNzf72eS/ebxrCD99tRZhicEFjLAjnjrluehH+evlsbJxTAgKAXs26TF8+vyxJHq1XK/GT86ah3KTBcbsf//NeK+55owlDflbC/pMN05JkiHVWHR69cDruXVOPKdF6snYfa3L26pEB/GF3NwIkjSU16a9rOFgfLfWVSp4+5CdxoJd1kD6zfuQc54Wotujw242N+O+z6nD5/DIsrzOj2qwFQQD9Uenf1QvL+fq3UqFTKXiJ2BaRmp1iiNAMPmpz4vWjrPEHVwpN6vetncbu/86JWIkQXpYuwQ9ACM6wbX+GeuJcfviCHPLDOSyuLoBaSeCYzY8hkZr0XK660FWd8xX4XESebvOGcaDXC42SwFfPqEKRQQWbl0RLgny3pWcAfpKGWatMKzXmYNAocWYWbcowDP64uxs0A1w8uwT1Vj0KtCpcvYB94Pz10x7eZMsXprA3Wv915TDu9StOK4NKQWB7qzMpVaV5gHXCN6gVfG30sUA2eeJ7u9145YgdSgK4d0095lWwqQv93jA6RaTFJEWjbYi9Ti5XmGNmE2HUKHHOVPYh/YbAtI0zbZwj0kcKtCpUmbUIUwzaHQFp0vQMJlucY7pY3fpEcDnkrmAEaiWR5HA/vZidbLQM+iWVhmwelFa6jEOpKb1zeqyGuHRpemmOtcSF7SrVqI1DjYQSZrxjeoLvBJf73e8JJf3GXOmyyhQ+HssEKSbc+CwVWpUCGiUBkhYvhWfzRvPzs3w2fWUBm5LyxrGBlCXZAODtE4N8n3u/WXq94URwvhcr6y2izvqp+ms6aFUKtoIGzSAkCKTSuaYD0ozWuHQ9iy7FMXKQpne5QghTDBggo8ko95tLyQ/nsKqhEGfUmHHLkqrMO4MdC4slVq1JheI1S6HQs/d9/VevSMqN5tpVZTQk5f8qDXqojOJjUCaDtFxl6UBCCbOoczrpSi1NZ88ndc46wzBx9czTnU9cLfEUzulxNcRPa0x5LA4ppelOYY548nwiPkc881zGK8gPV9aWZ9zfOEVg2JbCnM7x2UH+tZT8cA7CEmb55Jw+XoH4ZwBmEAQxhSAIDYCrALw6TucyLBAEgelVmfMbVjVYsKzWDF+YwqMfstLZC2cV45urakXLmZi0Kty5shZ/u2IO/nr5bKxIM0EvMqjx0IZpMGmU2NPtwVAggoVVbBCuS+HyzQX8f/rybLx20wL8/YrZ+PF5U/G1pVW4oLEYK+st+PryGtHPjgRWTymETqXA4X4ful3J+cHbTzpBM6zja6LBy0hCq1LgvJnF+Nqyavz4vGn4+5Vz8NpNC/CXy2fjp2urcNWCzAOPGM4VuKenm8S0OQL40+4uXP3sIfzP+ydh85KoNmv5kkVSsaGR/b4tzbEaodkatXGYUWKAUaNEjzuM/hRuwRGawaF+6fXDU0GvVmJRVQEYAJ90xgfWJEXz+d2LBIE450i8p8uT9NtuibrVr6i3wKRVYWVdIQAk5cN5CHYSX2fVSXYOPze6OLKlKfPE9JNON/b1eGDSKOMqDmycU4oykxonHUH+XHe1uxChWXM+q4R6zKlQatTgvJlFYAA8fyA+V3xzNDd8Q2OxaJ3d0YLUQNwbiuCX29mH9vWnV2J6iQEKgsDiaF7pZ53Jiy4dziBImkG1WcsbNHEr4mK4OJpH/17TEEIRGsEIjeYBPxQEUppXcvXET9j9cEhxTY9O4FP5b0hxTOcg3GftNGvSvVFqVKMgatqZKeeaZhi0cvXWMxicCY8PpHZO583asggGuUXNAZFFt3QQtisfiEu8Dk6RJPacAdjfpilFOTSjRokCrRIhiuFd8zmkyg/nUGPRYnaZARadCmflUMrSnCZPXEoNcTE0lhqxsMoEP0njtaPiVQQCJIX/28NyZgqCvWe53zxb7MxgQJmuv6ZDAVfCTLCYwOeIa8TnPFLyu7nyZeYUc47CHMzahL9ds4hPkBC8UZuEhToOZp0KD50/Le0ccaShKy/B6h3PYenLT2DqXdcnbRe2a/FZS+O2paohDsS7fIu5pufimM5BrIRZxJM+EE9XTi1sH+JN3JRGA3Q18XJ9IeJKmInUEg/ZhxDqZZ/RCr02zuAtFfS1UnLEk+dm2eaICwNxi4TfPD5PPNmwLdg/gGD0fBV6LQrmzkjaJxXMgn29J06CDmVfkWUiYlwCcYZhIgDuBPAOgKMA/sUwzOHxOJeRgJQSHARB4I6VNdBGA+OLZ5XgG2eKB+FCVFu0KJFgyFJn1eHB9VNh1CixrNaMH5+XOghPhFJBoNqiw/I6Cy4/rRzfXl2HB9dPzephkC30aiU/ORFjxbfxdVcLR+0cUkGtVKCuUId6I3Iu73RapQklBjX6PGHelZlDvyeM/xy2465XjuNrLx3DS4fscAUjqLfq8LVl1fjtxpmS6kELMbPEgClWHVzBCHZ3uBGhGb6+8swMtXYToVQQvAv6vhSseNOAHwGSRo1Fm7ViIBFcPdPdCcHycbsfwQiNukJd3HdML9HzTKmQ5WIYhmeruYUQrpRLoknXyUG2TTIZtQmxqKoARXoVut0hHLOnnlBFaAZ/jkpdr11UEWf8o1EpcNNilrl4ak8vQhEaO6L1X4dTd57DV04rh4JgFyQ4xm7IT2JbiwMEgMsyVB4YaUgNxJ/Y1YUBH4lZpQZ8RbD4tSSN+oGroS2siZ1uLJ5ZYkBjqQGeEIUPWx04bvOBYtiyZ6kWJ2ZGTQ6PD/j5QCzdYgnX1u4UbCMfiKdxTOcgrDN+2dzkdiMIQmDYln6C3+cJw0/SKNKrYJXIhpXwZm3JQXOAZN2n1UpCkqKEA2fsli0jzrUrI1hQkMqIV0fvwe4U92CXM4QASaPEqEaRyG9TbhI3bOtzpw/ECYLAzy+cgb9fMTun6hnpaolziq3yLANxgB0jAGDzITtvEivES4fsGApE0FhqwIWN7OLV+xmMVcXQ6QzipCMIo0YZt5AqRC7ly4CYMzoXfDMMk9Y1HZAWRLuiJospXdNzKF/WJgjEmzIx4ryBaOYa4uMNfU0FilYuEjUVE7ZricCwDQC0aYy5Eg3SEiFkQbMNxONKmEXN2iLu2NxMbRFjxIUMffwzyC08l8YpaeeKcYy4CEscZ9Q2dwYUqszjhTDwD6YIxDUZGfHM/donkJEra1MvNnAwxDmnJxu2CcuWWRbMgkItfWxUFRj5EnFMhIJHYJY3mTFudcQZhnmTYZiZDMNMYxjmofE6j5FAMJi5/jfAytwevXA67jm7HneeWZMxCM8Wp1Wa8K9r56VlwicSzpvJ1WceinOI7/eEccTmg1ZJ8EHaeEBqu4pBqSD4GuDvNQ3hhN2Pf+zpxe0vH8P1LxzG73d14bjdD4NagYtnleDxS2fiz5tm4fL5ZTlN2giCwIZGVrr6zolBtDsCCFEMqszanI7H1xNPEYhz9cNzKVuWiOV1bLC1t9sdNzHcJ3BLF0JBELwDrzBAaxpga4NbdCpevn5apQkGtQKtQ0E+MAWADif7WopEmINSQeCcaB3WLWnqxL92xI4uVwjVZi3vZi7E2ulWTCvWY8BH4tn9ffi8yw0CrC/AcFFp1mLt9CLQDPBClBV//egASJrBinoLKs1jO8GTEohvP+nAlmYHtEoC96ypj5OwLqkpAAHgiz5vkkSXCz5nFMcWmjL12Ytmse3x+tEBHLGJly0TglvEOmbzwx2MgEBqR2VAUP9ZxDW9wxlEvzeMAq2SL6uVDjOiCwcbZhZhWrH4YhonT88keeVSM1IdRwyxoDmZdbALpNHZLFbGXNPDWcmduXYd9JNwh9gKHVKZ+EzSdK6KQWOKBctUJcz6vOKly4TQqRQ5K7rS1RK35ciIA6x7+fRiPZzBCN5LCLAdARIvfsGOG7ctrcL66DN6a4sjq3r1AFuGE2DVSeoUJdZyfcZyv403+tsEIzRoBtAqiZTfxTPikqTpI1e+rHUodo3pFswiNIPeqMqiOgtp+kSEsF3NC2bFsc3CQDARiVJw4RhB+YMY+ngf/7dlweyszkltERybk6a7Y/MbVUEGaXpCCbOBLTHDMcuCWWm/W8iI+1s6+TrmHNxfHONfm+dnlqUDgL4qVvkk2DcAOkyCoah4ub0oIx5TK4QHMqv7hCXXFNWZF/KNglrifhFGPK5++JLM9cMTIWTQPXlST3ziR2uTANnUwpxdZsS5M4pGPAjnkOohNBExr8KEcpMGdh+JA4ISRR+eZFnN5fWWnOpcjhRyqXEqxLooK/vW8UHc+cpxPLOvD61DAejVCqyeUoj71tTj+Wvn4xuratFYasyZfRd+n0pB4PMuNz5qYx8aiTmPUsEFvwd6kuXfAFsbFhhefjiHEqMGM0sMCFFMXODPvV4owqYsqeEC8dj+70eD43OmWXlFgUapwBm17MN0l4BxHyDZfpINIw7E5OnbWmIpAEK4gxH83152dfpry6pF+6OCYPPXAeC5/f0gKQZzy43DVhZwuHpBOQgA754YQo87xPsOfEmEVR1tlBdooCDYwC0swr6FIjQe/4h9WN+2rJovN8WhUK/GzFIDSIrBgYRFoWYRRjxTn10zzQqTRoljdj/vp5AuEJ9erAcBVl7KgGXKxHJdOcRyxJMn6h9FA5NldeL5sonQqBR4/NJGfPes1OViuGtP9EBIBJ8fLlHODcQk53YfmTQG2HIoXQawNaAtOhUCJI03jknPD+batUXAhksdL7lFj25Xcp43EAvEZ6YYKznGuy8hTac3yohXmkenJncqRtwXpuAnaWhVCn6fbEAQBK86efGL/rgA+5l9fQiQNJbVmnFaZQFmlRpQbdZiKBBJuSibClx++Oo0JbVyfcYmljDLxIYDmYNohmFi0vQUgXguOeInBYx4nyecsjZ8nyeECM2gXFBydbJC2K4KlQrFqxbzf6eqIQ4ASp0WSgM7RjERChFPjLEe+PATUAE2wDfOaIBRIIGWArHyZZkYcU1RIf9ayNAzDIP+t7bzf5ddcFba79YUWaCOyu6pQBDBXnvcdvfBE/xrKfnhAKDQamLqAppGsNfGXld0jFNZCkSZdaXRwOf308EwW1s9BSh/kJe9E0olahcvyHheQkbcJ8qI55YfzsEsyBN3Hz6RZs/Jg8nd2ycIcqmFKYMNSGKmbbFJGS9Ln5pb/thIYbjtOqVIj3nRSX6JQY2LZ5fgoQ3T8OJ18/GDdVOwdnrRiD5wLToVVtRbQDPAv6KsRrb54RzqCnUoMqgwFIjgqC1+oI7QDA71sQ+w04aRHy7E8mh+GxcsB0gKx2xs/q5YsL84Wk/8i14PwhEaEZrhXeLPTajXuzLKNH8cXZxgGAbtUYlwfYY6xImYWqRHg1UHd4iKWwSgGQb7uj146IOT8IYpLKoy8Uy/GBbXmPn8Z2BkZOkcagt1OGsqW+Lpgbdb4AxGMLVIPyLqhWyhUhCoKNCAQXIgAwAftjrgCkYwo0SPS2aLSxY5T4DPBOoHimbQEg0upwtY3kx9VqdS8GNOTzSQmlOW+ncxaJRxizWZZNiWNDni3OLYqoaRU/lwDHcmaXq2+eEAG9To1QoEIzQvAeaQS344wAaB/7WClRb+YVcXbyiZCVy7ZpsfDrBtZlAr4A1TouwyZ9SWmB/OQSwQp2iGZ6VzkYdLQapa4rEa4tmpEYRY1VCIKrMGvZ4wtkcD5m5XEG8cHYCCAG5dyi4Usl4y7HM4G3l6rzuE5kF20XmxSP1wDrk+Y7mAmwvApQTivFlbiiA6GKERphholETK57JJq4SCYL9PbCE2Ee5gBAN+ElqVgl8Ub06xaNYZVWnVTgJZeiYktmvFpefyr61L07OgqQzS+t+MBb7lF52d9TnFmbW5uUA8AyNeJDyX2PPHfeAY76auLixA0YpFGb8/Lk9cwDIDgOuAgBGXGIgDgK4mlsYV6OyLM2rTWMXnHwRBQFsikKfbUi+I+lra+cBeX18FmyPzGKCvKQehYZ8LYftQ3GIKHSbjZPiFi7MPxAvmzuRf54thmxyIjwB0usktIxpPcJPinSed8IUpdLmCaB4MwKBW8BPw8cJItOtPNkzDX748G89cPRffOLMWZ9SaoRlF1cL5UUdsro72rCwd0zkQBMHL07/12gn81+Zj+OeeXjQN+HHc7kMwEs0PH6b7KocV0aD1kw4XaIYN9CM0gxklBlFpZ5FBjalFeoQo1jRuT5cbrmAEtRYtZpTET9KX1pqhUhA41O+FKxiBMxiBj2RgUCuyPn+CIPhA/72mIfR5Qvjnnl7c+MIR3PtWM/b1eKFTKXD78pqMk+SvLq3i6ziemYY1ygVXL2AZCS4vdlO07OF4oCpNji7H1m+ck/r8OEXDZ51untHscgURolj2SMheSemzFwkC/hKDGmWm9PfADMFiVjqjNoANBBQE4CfpuIm6zRvGiQE/tCoFv4g0Eqg2a6FVKWD3kWlZuuYcpOkEQaTM6ebMwrJxTOdwzrQibJxTApJm8JMtJ1Ma2wnBtSu3oDBNYn44wF4Hp7ToSjBso2iGX8RI5aURC8Rj9++gnwRJM7DqVaOm2uKM/xIZ1OHI0jkoFQSuiOaKv3CgHwzD4G+f94JigPNmFKPBGvt9OWXXR+0uBEjxagCJ4HwvltdZoEmz2JzrMzZRLeALs30tbSCuY/t5qn7izpAfDrDkAe8DIZJ+kgiODZ9i1fELPZx3SyJ4o7ZJLksHktu1YuNaLHzyp1jwx/9BxSVr03423rCNDcRpMgLbuzv598svyCEQFzDiERer9CMFjHg2Zm39b37Ivy49b7WkPGdhIL7/az/Akft/BffB4wgPOvmgXqHVwDQzRe11ESQ6p4fjjNpSP2ek5ol7m2ILBqYZ9ZL6K6FUwlAfc/DnDNtoMgL7B7t4gzV9fVWccZxUmOfHAnH3oaYkmf9khByIjwD0eumTAhnxqDRrcVqFCSGKwfaTTmxrdQJgA5N0D/CxwEi0q1GjzMqZe7g4vbqAz8NUEtlNWBNx3aIKrGqwQKdSoHkwgKf39eGO/xzHvW+y9S4XjhAbDrBMc5lJjaFABCfs/rSydA5CeTonSz93RlHSb23UKLGwygSaYQP9DgEbnku7nDPdCgKsAdwNLxzB0/v60O8No9ykwfWnV+Avl8/GFAm/+7RiA+47pwH3rqkf1qRaDFOL9byLrkWnGld1Sao88eYBP47Z/TBplDg7zfnNLDHArFWi1xPmj8EbtSUwo1L6bF2hjldZzC3PnBIiDNAyBeIEQYi6XXOy9DNqzLxh50hAqSD4Pp5qgu8IkBj0kzCoFVnLqIU53ULYc5Smc/jasmo0lhpg85L4+bb2OI8QMXDt2pJl6TIOnDz95FAw7rvaHUGEKQaVBZqUAViFKVrCTGDWlskxfSTAM+LBFIz4MMeM9dOLYNWr0DoUwDP7+rDjpBNaJYEbFsfLxSvNWswtNyIUofm870yQIksHcn/GmhLM2qQw4tzChisYEb3fXKH0+eEcYhL3zIaDnIJjSpEeM3hjxRSMeHSRqEaCf8RER2K7EgSBikvWovKy9UmlzhIRb9jGMrxDH+9FJJrXrasuz4o15iDMlyadHlA+PxAN4pR6nWgwLVZOjWEY9L2xjX+//ML0snQOhWfElAARlwcdf38JH6+/GR9vuIV/v2D2tKzMy/QJhm1Cp3mx0mUc4vLE0wTiPkEgbpzRILm/CtMGjtzzKHasvhrvTTkH+266j3/fekZ6ZUQqaCtKoI6mDFBePwIdk67ydRLkQHwE4HBIqxUtQxycIcx7JwYnjCwdmJztqlQQOC+qMpharB/WYka1RYcfnjsV/75uPn66YSounlWCYoOaZ9sX14xcIE4QBFZEjfl2dbj4GuaJRm1CcI7aH7c7eUl7qnq93LE/bnehnXemzY15KDVqsLimADQDaJQE1k6z4ucXTsc/vjIH159emdUE+ZxpVp5xGmncvKQSVWYtbllSOa6LWqkCca580voZ6VM0lAqCN9/7NFrGjGMxpyewmFL77I2LK1Fl1uCCWanzFTkIfRY4Vi0dzCJ5pKMhS+eQKU9cmFedrTeJME9cCM5JPZOaIBU0SgV+sG4KzFolPuty49n9/Wn3dzgcCJAUul0hKAm2Skg24JzTH/uoExf+bT+uePogbn3xCH76Aeu6m66yRHk02LZ5ST6fmmPH0xm1DRcc65voNzBSgbhGpcCmeazh0z+jvhab5pWJVmnhxqj3mzL3L5s3jON2Vv2xpDa9+iPXZywfiEcXu7wSAnG1UgGjRgmaiX1OCE6Zkap0GQc+EJfgnH4yatQ2tUjPj1VNKRlxTpo++Rnx4cyd1HGMuBNAPANdftGanBbQ1eb48mWRDGw4IO6a7jvRBn/U+Vyp16Hk7GWSvr/mqovQ+OBd0AvYYiDe8dx8WnrTt0QkMuJxpcuKpDLiqdtKWLrMNKNBcrsK88Rd+4/C19QOJhLf54rPXpr4MUkgCCI+TzwPDNtGr0DzKYTi4syTORmpsbqhEL/7uAuHomW+zFolFqXJKxsrTNZ2vXROKY7b/dgwc2TOX6NSYGmtBUtrLbiTqUHzQACDfjJtDnQuWF5nwStHBvBBswM2bxhqJYG55akD8bnlRuhUCj7Xd0GliZ80J2JFvQWPf9yFPV1ufoKbjWN6Iu4+ux6H+3xYWGUa1Tr3w0GDVY+nrpwz3qchGoj7whQ+iC66XZQiN1yIJTUF2NriwGddbnxpXhlv1JaYhiC1z86rMOGpK+dK2pcNYAGaycyIA+z4BcRks84AiUP9XqgUBJaNQhWITHninDN2LsaNHONt944sIw6wgeR95zTggbdb8H97ejG71MAvuCSiuLgYbY4gGLALaNmm95w1tRAftTlh85HwhSm4gpG4hZIFaZQ3WpUCRXrWL2PQT6LMpBlbRjwxR9w3vEUQIS6eXYLn9vfBT9Iwa5W4UlA6UIizpxbiD7u6sL/HgwFfOG1JVY41X1przuiBkuszlhtzs2HEAdYvwBem4AxGkhQQfCCuy3wMQJph20kHx4jrUG/VQaUg0O0KwR+m4komMgzDM+L5EIgPZ+6kSShhxtA0bAJjtPIMxmipoE5gxDnndCB1IK4RBLPhqEy+/81t/Hsl61ZAqZe2GEcolZhy+9Vo+NpXMPTxPnQ99xr639gGOhgbWwsXS3smcdDXVvKvA12JOeLpGHFptcR9gkDcOKMeKontWni6+HXoqsthnFGPktVnoGrTeZKOJYaaazeidP1KmOfOhHlB9uqIiYaJOYOcZPB4PDCZxt4IKV9g0CixekohbwZz1hRr1nW0RwOTtV2tBjV+dsH0UTm2giBSugsPF1ypMU4COqfMmFbGq1YqsKDShE+iLGk6ZrnEqEFjqQHH7X7e1C1bVk0Iq16NVSNosJbPEMsR39I8hFCExoJKkyRlwhLenM+LAEnFGPGEnOfR6LNalQINVj1ahwKwSgnE+Yk6Gxzs6nCDZoDF1QUZA4VckE7yeiJ6v6uVBC6bW5a0PRPEGHGGYXI2a0vEkhozrl1Ugaf39eGRbe144rJGUabX4/Gg1cV+VzZGbRwarHr86ctsuaMIzcATjMAdisAVpEAzDOZXpL9nygs0GApE0OcJocyk4UshVo4BI57arG34iwBGjRKXzy/DP/f24aYlVSnvzwKtCsvqzNjZ5sIHLQ5ceZp4wA5Il6UDufdXzjWdY7b9EgNxi06FbndINIh2ZShdxiGT6RsHimb4GuINVj00SgUarDo0DwbQOhTAPME95wxG4AlRMKjZRZ/JjuGMw3Es9JAbzj2HeUMxTXEhrEtPy+24CTniQhMxlVncS0ctcE3nGPF4dj77XHVCoUDxqsUoXrUY5MMe9G5+D/1vbIO2vBgVl67L6liJtcTjcsTTBOIaoVnbgHggTkcica7nxun1GJDYruUXr8HcX96LQFcfjNPqYJrRwAbyxpGZO1Zm+TtNdMjS9BFAOJzsBiwjO3ByagBYM61w/E5EALldxxZqZbxB36I0LBUHzshLoyQyOo+vjOZMc9L6XKXpMrJDRYEGBNgAgqRoMAzDy9IvlsCGA+zi0owSPcIUg3dODMFP0igyqFCUYLY3Wn12zbRCqBRE2lJnHBJLmHH54WeOgiwdQBzTJjTTYhgGT37aDQC4bE5pSrVIOnBmbMJa4p4QhVCEhl6tGJGFhWsXVWBxdQFcwQge2dYmWmIsHA7zRm3Z5ocnQqUgYDWoUW9lKwksrCrIWE4uVks8HPd/5Sgy4jGvgdGRpnO4dlEF/nHlnIx9kVvo3JLGPX3AF8bhfh80SgJLM8jSgdz7KydN94TZ30aKNB0ALFwQLSIr5xY8JEvTMwTivZ4QQhSDEqOaX5zjFg4T5elcjfvawrHzkxlNDGccjncqd8UFvmUXnJUxxzwVFFoNX7aLoai4EmJC2boQqgIjCBX7fZTPD29TG19qjNCoUXbumTmdC/+9lgLU3bQJZ7z4GE773Y+g1GW3sKevFUjTe2wIDzpjx05j1qYty8yIBzp6wZDsPa6tKIHabJLcroRCgdrrLsXM+/4fqq+4AJaFs0csCM9HyIH4CGC49aZlIDohMmF+hSmtHHksIbfr2EMo3ZWSnrCqoRAVBRp8aW5pxknYmdEyZgCgVRIjbpAmQxwapQJlJg1ohjW8OtTvQ7sjCKtexS+OSAG3SMOV5psh4gA+Wn32K6eV4/WbF6DemjkINAtKmPnCFPZ1e0AAvHneSEOtVKDeqgODmKs4wJZ7O9DrRYFWiasWpmYw00GMERfK0kciaFAqCNx3TgMsOhUO9flwuD+5pFlFRUWsdNkwA/FcUGGKL2HWOxY54rrkHHGKZjDoJ0EgZqQ3XBAEgUpz5utYWmtGgVaJk44gXzowEZwXwpIac5z0OhVy7a+cWsCXUEfcJEGaDogH0S5emi4tEM/EiAvzwzlwfg6J6hXeMT1PFoeHMw7HO5W74qTgubilCyFkxQOdvfzrVIw4QRBxAW3XM6/xr0tWL4GqILeqNCMFldHAl3tjwiR8J9r4bdJzxMUDcV9Cfjggz4lHC3IgPgKQ64gPHwqCwKMXzsCvLp6RkZ0YK8jtOvbg8gqtelVaAyUORQY1/vmVubh1aXXGfWsLtbwjbYVBkbVxlYzcURV16+5xh/iSZec3FkOdRa4vp37gSmklGrUBo9dnCYKQfL+Y+fJGEXza6QJJM5hXYYJVPzKBkximJ8jTKZrBXz5l3WSvXlDO5xtnixJBjjjHVI+ULF0Ii06Fi6LGeS8fsidt7+nt5UtB5SJNHy6EJcxCERpD/giUxMgFw2IQ5ohzv/2gnwTNsONeNn1nJKBWKvjqBluaxU2buPzwVRLLMebaX02a6G+TQ444APR7Qknb3Lw0XRqrnsms7aTAMZ1DqhJmsdJlk98xHRjeOCw0a3N8cgCBdnYcUxUYUbxq8bDOS8h8BzpigbgwQE/6jGBhoPtfb/Gvyy9aM6xzGSkIDduExmWSc8Rt4oG4VxDUG6fXA5DnxKMFORAfAcjly/ITcruOPcw6FR67dCZ+ffHMEV+QETqz11pkNnwsUW1mmZ7D/T7sOOmEggAumiVNls5hVqmRZ8KA5NJlwMToszFpOsUzhKMlS+cwPcGwbUvzENocQZSZ1Ng4pzTn4xo1ShjUCoQohpfu2kdYGs3hktmlUCkIfNzujKvZDQA+RsOnI4zmgkYq8NJ0bxj9UVa8vEAzqovGWiUBtZIASTEIRdNp+vnffux/A4CtcAAAH7QMJZW0c/hJHOxjTQmlqj9yLl+WkCMuNRBfEK3C8dbxQT6vnANXviyTND1TPXIOMQVHjOWeEjV+bHcGEYrE6h93uvLHMR0Y3jgsDCBD/QP869L1Z0KhHd6YIyxhFseIp2G2NSIu7lAoUHbeqmGdy0hBmCdO+WILPGnLl1WU8hL/QGdv3G/BwZtQugyYGM/XfIQciI8ANBp5Up+PkNt1fNBg1fN1f0cal59Whg0zi3DZ7NEpGSZDHBwj/p/DdkRoBmfUmLMO5JQKAqcL0hVmiDDiE6HPctLVAV+YL7cmTIsYDQgZ8VCExlOfsxOrmxZXDbt0He+cHg28bKPAiANAsVGNs6cWgmaAV48MxG3r9rOB6HjI0gEhIx5Gn3f0ZekAu3BYkODAP5JGbblgVqkB1WYthvwRXPvcYVz3/CE8/MFJvHLYjv8ctmdtSphrf9WrFVAQQDBCI0IzkgPxRVUFmFNmhDtE4ZUj8coLd9RcMaNZm2RpejIjrlMpUFuoA83EtgMxRrzOkh+B+HDG4VQBZK5u6XHHjpOmx+pPq9Ix4kXJ51O0fCE0JeNfYheIZ8SFSJcjrjLqUXzWGfzfPS+/m7SPrzkWiJtmsoz4RHi+5iPkQHwE4HK5Mu8kY9JBbtf8g1WvxnfPqocF4jWXZYwOqqILKwGSZYEumZMdG86ByxO36FSigeBE6LNc+bIDvV4EIzRmlOhzMkrLBlOL9SAAtDuCePGLfgz4SUwr1mPt9OFPFkuj7CuXEsAx4qWj4LHwpaiz+1vHB+OM5473swsa08YpEC81aaAggEEfiQ4nF4iP/qSUN2yLBom2UfztpYAgCHx7dS2W1LDBts1LYlurE0/s6sJzB1jvhkymmULk2l8VBMEH3d5QRBCIp5/SEgSB609nA5d/H7TxnwOE5csy5IhLcE33hyn0esJQKwjUJATXiVUOwhEafZ4wFARQac6PQGc447BGJPBV6DQoWbt8OKcEICEQF9TvVqdjxEUWBsouHP6iwEghVSAu9jsKUXX5Bv51z7/fjjPJZBgmoXRZA4CJ8XzNR4xaIE4QxIMEQXQTBLE/+u9Cwbb7CYJoJgjiOEEQG9IdZzKgpCS3SaWMiQ25XfMXctuOLaoEZlDlJg0WV+dWg35FvQXTi/W4cFaxqFHYRGjXguhEno7Oa6Tmyw4HerUS1RYtIjSDp/exE8yvnlE1Ij4IMUacjPt/pBlxAJhZasDcciN8YYqvfw4AthAbdI1HfjjAOq2XGNVgAHzRy9YfHs3SZRwKEhz47V6uhvj4BWynVRbg4fOn46Xr5+NPm2bhG2fW4twZRagyazC1SIczs7jfh9NfOWM2b5iCj5TGiAPA6dUFmFtuhCdE4dUoK84wTEyaniEQL9AqoSDY3P0IzYju0+aIMtzRigZCcN4WnHN6tzsEBuwYOdZ5/6OF4bSr0mTgncr5461ZNiKu28Ja4sL63WkZcWvys2q4pnEjCZ1IIE6olFCa0v9eZeefBaWBHU99Te28GzzApgRw5d1UBUZoy1j/jonwfM1HjHav/w3DMAuj/94EAIIg5gC4CsBcAOcD+D1BECNfXHUMIa8S5Sfkds1fyG07thAGLRfNLs45t7ZAq8LvvzQLNy+pEt0+Edo1Udo62rJ0Dpw8nZMHL67JbbEjEZwhGceEC13TRwNfmsfmtG8+ZAcdZWnG0zGdQ4WJvYe/6PWyf48BI55YS9zmG98ccSEUBIEpRXpcPLsE95xdj6eunIs/bpqdVUm74fRXYZ44lysu5bsJgsANp1cCiLHiwQgNkmKgVRLQZUjlUBAEv0CSihVvFZGlc0j0c+Bk6TV5YtQGDK9dCYKARlC/Gxi5wFeVpkxZKiRK5S0LZ0NfnVsVitGAGCOutloyVrRQGfUovzD2u/b8+23+tVCWbpzRwB9rIjxf8xHjsfx2KYDnGYYJMQxzEkAzgKXjcB4jBpIkM+8kY9JBbtf8hdy2YwutSoHGUgMKtEpsmFE8at8zEdrVpFGCmwLVWrSos45N3ic3wScAfHWp+EJFLuAZcT8JmmF4ifpoyaPPrC9EmUmNbncIn3W64QtTGAjQUCuTZb5jCS7w9kfTK8aGERfPES/Pk9KLw+mvnHO6OxThU14MammLAAurTJhXwbLi/zls5/PDCzKw4RwKeed08fPn88NF+v606IJZ21AQJEXHjNryJD8cGP44LGShCaUSpSNkjCZkxOPeN6cumZso8S6/aOKw4YB4IJ7OMV2IqivO51/3bn4PdIQdZ7wnBPnhM+r51xPh+ZqPGO1A/E6CIL4gCOJvBEFwyWrVADoF+3RF35u0kGvr5Sfkds1fyG079njkgun4y5dnw2oYPTZvIrSrUkHwbN1YyNI5nFFrhoIALp5dgmkiNdZzRamAEXcGIojQDAq0yozMYa5QKgje6f3lQ/YYu2jVj2tpy0QGfGwY8fgSZnyO+DiZtY00htNfuT5m85JgABjUCsn3h5AVf+mgDT1Rl/5MRm0cuKB5x0mn6HYxozYORo0S1WYtSJpBhzOYdzXEgeGPw0IWumjlImhE5OE5HTeFBF2VJhBPNGsrv3DNiJzLSEFdZIFSH3/viMnpxVC8ajEvOw/bhzC4/XMAEM0PBybG8zUfkVtx0SgIgngfgFjLPADgDwB+AoCJ/v8rALcAEBspkxJtbDYbbr31VqhUKlAUhU2bNuGOO+5AX18fjEYjlEol3G43SktLMTQ0BIZhUFpaiv7+fphMbKfyer0oLy+H3W4HQRAoKiqC3W6H2WwGRVHw+XyoqKhAX18f1Go1LBYLBgYGYLFYEA6HEQgE+O0ajQYFBQUYHByE1WpFIBBAMBhERUUFjh8/jvLycuj1ejgcDhQXF8Pj8SAcDvOf1+v10Gg0cLlcKCkpgcvlAkmS/PaJdk19fX3Q6XSn9DWFw2EYjca8uqZ8bKdcrikQCKC0tDSvrmkytFPA5YLbPnrXdPz4cZSUlIx7OxXrlfCEKCyp1KGrq2tM2qm0oAC/XWNFRYkZ/f39I3ZNpIt1MO93B/FFcwcAoFADdHZ2jto1zTP4oVES2NfjQQHBBp+VBqC9vX3c+pOa9PLzE72KQMTvxoCXHtX+RIRZ+bLTH8Kxljb4SRpaJYGhvi4oS0sn/Rhx/PhxVFRU5NRO+ij53WZn5bJaBRAMBiVf0wyLBTOtKpxwRPDX3ex9XaBWoL29PeM1nVOtws42YPMhGy6YagQd8vPX1Nvbi9ao7FzjH4TPp0y6ptoCBbrdwO7jXWh3sCykNuRCMGickO2UbX8iSRI6nS7ne09dGjOZLFy3HO3t7SNzTbR4KkG/xwWFzyd6TaQpFuRqp9ZiSENAGQxOqHZSlheDauuOXZBJj/b2dkn9ybR+BULPvA4AaPrnS1AsmAHHkVg98kChEV1dXSgqKkJzczNqa2sn9L03Uce9dCCETnmjBYIgGgC8zjDMPIIg7gcAhmF+Ft32DoAHGYbZJfzMrl27mFmzZo36uY0EBgYGZBODPITcrvkLuW3zExOlXU8OBdDvDWN53ejWDx8LBEgKl/7jC2iUBO5d04CfbDmJ5XVm/Pi8aaP6vY9/1InXjg6AALtS/18ranDZ3Nxrog8Xh/q8+M7r7AR1apEef9w0+vOTN44N4Lc7O3H+zGJcNrcUt28+hrpCHf5y+exR/+6xwHD6618+7ca/vrDhnGlWbG1xoMGqw5+/nN3vcqDHg7vfbOb/PntqIR5YO0XSZ+9+owkHer24aXElrlkU46Ns3jCue/4wLDoV/nXtPNFc3X8d6MdfPuvBJbNL8F7TEIIRGv++bn5Go7jJguGOw0O792P/bd+HYUoNljz3G6iMI+MNMbR7Pz697L+S3j+3+T2oTOJ54gzD4NC3HoLj80OY+/P/RvGqJSNyLiOJz6/+Dga27ub/rr76Ysz/zfckfdZ96AQ+PvcmAIBSr8M5h17HjjOvQqiPXYBd/fELME6tBTBxnq+TEXv37t2zbt060ZtnNF3TKwV/fgnAoejrVwFcRRCEliCIKQBmAPh0tM5jLKBUTmqvORkpILdr/kJu2/zERGnXKUX6vAjCAdaR3aRR/v/27jy4rvK84/j3ke6VtdvWYkm2ZWOwDcHsW11oWGIC7sSGlCwDaRga6NDFJcuUQhw67fSPTjspk5RmskwnpNAJDWEondAUkxhKyUwHVBoS9pK40AQTZMuIeIttWeLpH+dc6WqzJd3lnPPq95lh0D3nSrxHP87Vfe67MTTi/G/c01eNodGForvQVZDkQm3AuC3oeqowLB3GzxFP00Jt5VLK/VpYmG3X/qFxj2fjzKUtnNkzNix5pkPTgdHi+6EXd4/bam9sYcH6aRfMWt0R/b/c98ZeDg+/y8L6XDBFOJT+Oty2/iwue/5fWf/w18pWhMM0Q9Nraqg9xorsZsbpd/0pF//n/akswgEaescPTJ7pHHGAlnVraD45+vBp5NBh3rz/kdEi3OryNKwYK+XS8vc1NJWcI/55M3vBzJ4HLgM+A+DuLwEPAC8DjwJb3H1k+h+Tfvv27Uu6CVIByjVcyjZMyrUyCiunv7w72tKmswrFYO+i+tF94yEqbJLU3pgnH89Brsb8cBg/R7wwPzzJrcvKrZT7tfC76T8Qze+eSyEOcP05Y4VGYd/2mTirp5lTlzSx78gI//bKntHjx5ofXlBYWHF3vB1d76JwVkyH8rwOH2/V77mYqhDPtzZV5L9VTRO3MMsvnn47tonMjKUfHlu07bW77h39uunEXmpyY/eE/r5WRsUKcXe/3t1Pd/cz3P0qd3+r6NxfuvtJ7n6yu2+rVBuqpbMzueFyUjnKNVzKNkzKtTIKPeCvDlSvRxzGtjLrbs7TPIsiqRJqzEaL4J7W6hROrUU94oXt45YEslAblHa/FvYRH/xVNO93roX4GT3NnLU06hUvfOA0E2bGx86OtrF68IXdHBmOVm6fyVZ7rfW5cSvfh7RiOqT3dXiq/cJzLdMv1JYVE1dOn7jl2vH0XHMFxB9GHNn99ujxptUrxz0vrblmXRLblwVncHAw6SZIBSjXcCnbMCnXyigUKIVtoqpViJ+7rIVbL17Bjeum3+e3mgpb0VVrheviHvFdAfaIl3K/FlZNL5hrIQ5w+6Un8LsXLOWykxYf/8lFzl/eyur2BgYPDfO9n0QFzOuD0Srox+oRB1jdPnY+pBXTIb2vw7WN9Vh+/Ad6uYUqxBuWddF24dmTjjcXrZgO6c0161SIl0E1FryT6lOu4VK2YVKulTFxz/BqDE2HqNfxirXtnLQoHfNn/3D9cm6/dCVn9VTnzXthjvi+I8Ojw5hDmiNeyv3aXFe+Qry9Mc9Hz+iiYYb7kBdEveJREfTt53ZxcGiEnXsPU2Ow8jjF9eqOsXnJKwIbmp7W12EzmzQ8PcQe8dnMES9Y+qGNk441rR3fI57WXLNOhXgZaLhGmJRruJRtmJRrZSwpGrJrQEcF94KfSlpy7WqpY8PqtqrNKa3P1ZCvMYZGnJ17o57WiR+KZFkpubZM6hFP5u3shSsXsnJxPQMHj3L3M7/gXYdlrQuoyx27PWs6xnrEl2toetXkF40vxPOt6RhtU4oFXe1Ybux+mOk+4sW6Nl1KTf3415aJPeJpzjXLVIiXwa5du5JuglSAcg2Xsg2Tcq2M4rmzixty5Gur+9ZhvuZqZkW94iOJfAhSSaXkOrEHvLkumVETNWZ87Kxorvh340XbZrLC/+r2RgxYkKsZN188BGm+X3OtLcd8nEVWW0vraWuBaAuyiT3kM5FvbWbJFe8t+qFG04krxj0nzblmmQrxMihsFi9hUa7hUrZhUq6VUTwnPIke2fmca0vRInXtjfmqfwhSSaXkOnHxvqR6xAEuXrWYZUUL+B1vfjhAW2OeP7lkJVsvW0ltTbZX7Z4ozffrpKHpAfSIA6y783aWXbeJM7/2F+Ra5nZNSz985ejXDb091DaOH6mR5lyzLJxXdBERESm74h7xai3UJpGW+rGe35AWaitVrsZoyI+9hS1ljnipamuMa+NecZhZIQ5w+Zo2Lly5qEKtkqlMHpqe/R5xgNbT1nL6Fz/Hkivfe/wnT6Pjfetpv+R8LFfLqj+4roytk2NRIV4GBw4cSLoJUgHKNVzKNkzKtTIa8rWjQ6SrtVBbsfmca3GPeBK/+0oqNdfi4jvJQhxgw+o2lrYuIF9rrO1sPP43BCzN92uoPeLlUJPLcf637+Lynz7Gik98aNL5NOeaZelYijTjurq6jv8kyRzlGi5lGyblWjmdTXn2HxlJpEd8PufaWrQoWUh7iEPpubbU1bLnYLSafNKFeK7G+MKmNRw4MkJ7QPP45yLN92tuYo/4FHuLz3e1DVOv4p/mXLNMPeJlMDAwkHQTpAKUa7iUbZiUa+V0tURvzrpbql8Mzudci3vEQxuaXmquxfPEky7EIZr3Xdhrfj5L8/06cSj6XOdTz0dpzjXL1CNeBtXaykSqS7mGS9mGSblWzu+c28PajkZ+rXf2W+OUaj7nWrxNV2iFeKm5Fu8lPnFfcUlOmu/XiXPEc+oRn7E055plKsTLoK2tLekmSAUo13Ap2zAp18pZ1dYw40Woym0+5zq+RzysIc+l5tocf0hRY9Ge65IOab5fJxbeefWIz1iac80yvXKVgYZrhEm5hkvZhkm5hmk+59oacI946UPTo99NU12teutSJM3366TF2tQjPmNpzjXLVIiXQWtr9YfqSeUp13Ap2zAp1zDN51wLPeIN+Zrghl+Xmmvh95GG+eEyJs3366Sh6eoRn7E055plKsTLYGRkJOkmSAUo13Ap2zAp1zDN51zbGqNCvKdlQXC9vqXmqkI8ndJ8v07sEc+3NifUkuxJc65ZVlIhbmYfMbOXzOxdMztvwrmtZrbDzF41syuLjp9rZi/E5/7OAvjLcvDgwaSbIBWgXMOlbMOkXMM0n3NdsaieT17Uy6d/ozfpppRdqbkWRgs05VWIp0ma79f84laIy47apkZqFoQ13aOS0pxrlpXaI/4icA3wg+KDZnYqcC2wDtgIfMXMCq+UXwVuBtbE/2wssQ2J6+7uTroJUgHKNVzKNkzKNUzzOVczY9N7OjhlSXhDaEvNtSfeSi+JLfVkemm+X3PNTfRefzXU1HDCzR9NujmZkuZcs6ykQtzdX3H3V6c4dTVwv7sfcffXgR3ABWbWA7S6+1Pu7sA/Ah8spQ1p0N/fn3QTpAKUa7iUbZiUa5iUa5hKzfXUribu/MBqfm/9sjK1SMoh7ffrus/fxvt3PMaa229OuimZkvZcs6pS25ctA54uerwzPnY0/nri8Ul2797NTTfdRC6XY2RkhGuuuYYtW7bQ399PU1MTtbW17Nu3j87OTgYHB3F3Ojs72bVrF83N0ZyPAwcO0NXVxcDAAGZGW1sbAwMDtLa2MjIywsGDB+nu7qa/v598Ps/ChQvZs2cPCxcuZGhoiEOHDo2er6uro6WlhbfffpvFixdz6NAhDh8+THd3N319fdTX19PQ0MA777xDe3s7+/fvZ2hoaPT7GxoaqKurY+/evXR0dLB3716OHj06ej5t19Tf3z/vr+nRRx9l8+bNQV1TiDnN5ZqeeOIJNm/eHNQ1hZjTbK+pr68vuGsKMafZXtP27dvZvHlzUNcUYk6zvaa+vr6Sr2lZczNDB4b4WX86rinEnGZ7Tdu2bWPTpk3pvqaBXfM+p9leU19fX3DXVK2cjsWijuljPMHsMWCq8Qh3uPt34uf8B3Cru/93/PjLwFPu/s348d3AI8DPgb9y98vj4+8FbnP3zRN/+FNPPeWnnHLKMduWFpdccglPPvlk0s2QMlOu4VK2YVKuYVKuYVKuYVKuYVKuc/fss8/+cMOGDedNde64PeKFonmWdgLFK4ssB34RH18+xfFMGx4eTroJUgHKNVzKNkzKNUzKNUzKNUzKNUzKtTKO2yM+ox8yuUd8HfBPwAXAUuBxYI27j5jZM8AtQB9RL/mX3P2RiT/z8ccfHwB+VnLjqmBwcLCjra1tT9LtkPJSruFStmFSrmFSrmFSrmFSrmFSriVZuWHDhs6pTpRUiJvZbwFfAjqBXwI/dvcr43N3ADcCw8Cn3X1bfPw84B6gAdgG3OLl+DRAREREREREJAPK0iMuIiIiIiIiIjNT6j7iIiIiIiIiIjILKsRLZGYbzexVM9thZp9Nuj0yN2bWa2ZPmNkrZvaSmX0qPt5mZtvN7Kfxvxcn3VaZPTOrNbMfmdl348fKNePMbJGZPWhm/xPft7+uXLPPzD4Tvwa/aGbfMrN65ZpNZvYNM9ttZi8WHZs2SzPbGr+XetXMrkym1XI80+T6N/Fr8fNm9i9mtqjonHLNgKlyLTp3q5m5mXUUHVOuZaBCvARmVgt8GfhN4FTgOjM7NdlWyRwNA3/s7u8B1gNb4iw/Czzu7muIFh3Uhy3Z9CnglaLHyjX77gIedfdTgDOJ8lWuGWZmy4BPAue5+2lALXAtyjWr7gE2Tjg2ZZbx39trgXXx93wlfo8l6XMPk3PdDpzm7mcAPwG2gnLNmHuYnCtm1gu8n2gL6sIx5VomKsRLcwGww91fc/ch4H7g6oTbJHPg7m+5+7Px1/uJ3tQvI8rz3vhp9wIfTKSBMmdmthz4APD1osPKNcPMrBW4GLgbwN2H3P2XKNcQ5IAGM8sBjURbnCrXDHL3HwCDEw5Pl+XVwP3ufsTdXwd2EL3HkpSZKld3/767F/a3epqxrYqVa0ZMc78CfBG4DSheVEy5lokK8dIsA94oerwzPiYZZmYnAGcTbbHX5e5vQVSsA0sSbJrMzd8S/RF5t+iYcs22E4EB4B/iKQdfN7MmlGumufubwJ1EPS9vAXvd/fso15BMl6XeT4XjRqJdkUC5ZpqZXQW86e7PTTilXMtEhXhpbIpjWoY+w8ysGfhnoi339iXdHimNmW0Cdrv7D5Nui5RVDjgH+Kq7nw0cRMOVMy+eL3w1sApYCjSZ2ceTbZVUid5PBSDeungYuK9waIqnKdcMMLNG4A7gz6Y6PcUx5ToHKsRLsxPoLXq8nGgYnWSQmeWJivD73P2h+PAuM+uJz/cAu5Nqn8zJRcBVZvZ/RFNH3mdm30S5Zt1OYKe798WPHyQqzJVrtl0OvO7uA+5+FHgIuBDlGpLpstT7qYwzsxuATcBv+9jeyMo1u04i+lD0ufg91HLgWTPrRrmWjQrx0jwDrDGzVWZWR7RwwcMJt0nmwMyMaL7pK+7+haJTDwM3xF/fAHyn2m2TuXP3re6+3N1PILo//93dP45yzTR37wfeMLOT40MbgJdRrln3c2C9mTXGr8kbiNbrUK7hmC7Lh4FrzWyBma0C1gD/lUD7ZA7MbCNwO3CVu/+q6JRyzSh3f8Hdl7j7CfF7qJ3AOfHfX+VaJrmkG5Bl7j5sZn8EfI9odddvuPtLCTdL5uYi4HrgBTP7cXzsc8BfAw+Y2U1EbxI/kkzzpMyUa/bdAtwXfwj6GvAJog+XlWtGuXufmT0IPEs0vPVHwN8DzSjXzDGzbwGXAh1mthP4c6Z57XX3l8zsAaIP1IaBLe4+kkjD5ZimyXUrsADYHn2GxtPu/vvKNTumytXd757qucq1fGxs9IiIiIiIiIiIVJqGpouIiIiIiIhUkQpxERERERERkSpSIS4iIiIiIiJSRSrERURERERERKpIhbiIiIiIiIhIFakQFxEREREREakiFeIiIiIiIiIiVaRCXERERERERKSK/h8Okd8EfXUKCAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1224x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for _ in range(5):\n",
    "    pred = pd.Series([None for i in range(len(series_diff))])\n",
    "    pred = pred.append(pd.Series(np.ravel(model.sample(len(values)+30)[0][len(values):])), ignore_index=True)\n",
    "    with plt.style.context('bmh'):\n",
    "        plt.figure(figsize=(17, 2))\n",
    "        plt.plot(values, label='Исходные данные')\n",
    "        plt.plot(pred, label='Предсказание по GaussianHMM', linewidth=3)\n",
    "        plt.legend()\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно из полученных графиков, скрытую модель Маркова не получится применять для предсказания данного временного ряда. Так как будущие значения фактически выбираются случайным образом на основе матрицы вероятностей перехода. И следующее значение зависит только от предыдущего, у модели нет временной памяти. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
